{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras.datasets import mnist\n",
    "(x_train, y_train), (x_test, y_test) = mnist.load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(60000, 28, 28) x_train samples\n",
      "(10000, 28, 28) x_test samples\n",
      "(60000,) y_trian samples\n",
      "(10000,) Y_test samples\n"
     ]
    }
   ],
   "source": [
    "print(x_train.shape, 'x_train samples')\n",
    "print(x_test.shape, 'x_test samples')\n",
    "print(y_train.shape, 'y_trian samples')\n",
    "print(y_test.shape, 'Y_test samples')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"570.782207pt\" version=\"1.1\" viewBox=\"0 0 703.725 570.782207\" width=\"703.725pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 570.782207 \r\n",
       "L 703.725 570.782207 \r\n",
       "L 703.725 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 26.925 80.961225 \r\n",
       "L 98.159043 80.961225 \r\n",
       "L 98.159043 9.727182 \r\n",
       "L 26.925 9.727182 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pd8aa88affa)\">\r\n",
       "    <image height=\"72\" id=\"image4e3e0f1eb0\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"26.925\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-8.961225\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"mbc28282877\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.197036\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(25.015786 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"79.078495\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(72.715995 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"me7cce67158\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"10.999219\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(13.5625 14.798437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"36.439948\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(7.2 40.239167)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"61.880678\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(7.2 65.679896)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 26.925 80.961225 \r\n",
       "L 26.925 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 98.159043 80.961225 \r\n",
       "L 98.159043 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 26.925 80.961225 \r\n",
       "L 98.159043 80.961225 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 26.925 9.727182 \r\n",
       "L 98.159043 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_2\">\r\n",
       "   <g id=\"patch_7\">\r\n",
       "    <path d=\"M 112.405851 80.961225 \r\n",
       "L 183.639894 80.961225 \r\n",
       "L 183.639894 9.727182 \r\n",
       "L 112.405851 9.727182 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p7cfe820900)\">\r\n",
       "    <image height=\"72\" id=\"imagedbb8eae4f3\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"112.405851\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-8.961225\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_3\">\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.677888\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(110.496638 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"164.559347\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(158.196847 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_4\">\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"10.999219\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(99.043351 14.798437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"36.439948\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(92.680851 40.239167)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"61.880678\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(92.680851 65.679896)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_8\">\r\n",
       "    <path d=\"M 112.405851 80.961225 \r\n",
       "L 112.405851 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_9\">\r\n",
       "    <path d=\"M 183.639894 80.961225 \r\n",
       "L 183.639894 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_10\">\r\n",
       "    <path d=\"M 112.405851 80.961225 \r\n",
       "L 183.639894 80.961225 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_11\">\r\n",
       "    <path d=\"M 112.405851 9.727182 \r\n",
       "L 183.639894 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_3\">\r\n",
       "   <g id=\"patch_12\">\r\n",
       "    <path d=\"M 197.886702 80.961225 \r\n",
       "L 269.120745 80.961225 \r\n",
       "L 269.120745 9.727182 \r\n",
       "L 197.886702 9.727182 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pb9a81184be)\">\r\n",
       "    <image height=\"72\" id=\"imagead3393b81c\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"197.886702\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-8.961225\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_5\">\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"199.158739\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(195.977489 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"250.040198\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(243.677698 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_6\">\r\n",
       "    <g id=\"ytick_7\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"10.999219\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(184.524202 14.798437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_8\">\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"36.439948\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(178.161702 40.239167)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_9\">\r\n",
       "     <g id=\"line2d_15\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"61.880678\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_15\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(178.161702 65.679896)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_13\">\r\n",
       "    <path d=\"M 197.886702 80.961225 \r\n",
       "L 197.886702 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_14\">\r\n",
       "    <path d=\"M 269.120745 80.961225 \r\n",
       "L 269.120745 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_15\">\r\n",
       "    <path d=\"M 197.886702 80.961225 \r\n",
       "L 269.120745 80.961225 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_16\">\r\n",
       "    <path d=\"M 197.886702 9.727182 \r\n",
       "L 269.120745 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_4\">\r\n",
       "   <g id=\"patch_17\">\r\n",
       "    <path d=\"M 283.367553 80.961225 \r\n",
       "L 354.601596 80.961225 \r\n",
       "L 354.601596 9.727182 \r\n",
       "L 283.367553 9.727182 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p1ea504b92d)\">\r\n",
       "    <image height=\"72\" id=\"image7f279c5107\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"283.367553\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-8.961225\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_7\">\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_16\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"284.63959\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_16\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(281.45834 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_8\">\r\n",
       "     <g id=\"line2d_17\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"335.521049\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_17\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(329.158549 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_8\">\r\n",
       "    <g id=\"ytick_10\">\r\n",
       "     <g id=\"line2d_18\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"10.999219\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_18\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(270.005053 14.798437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_11\">\r\n",
       "     <g id=\"line2d_19\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"36.439948\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_19\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(263.642553 40.239167)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_12\">\r\n",
       "     <g id=\"line2d_20\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"61.880678\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_20\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(263.642553 65.679896)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_18\">\r\n",
       "    <path d=\"M 283.367553 80.961225 \r\n",
       "L 283.367553 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_19\">\r\n",
       "    <path d=\"M 354.601596 80.961225 \r\n",
       "L 354.601596 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_20\">\r\n",
       "    <path d=\"M 283.367553 80.961225 \r\n",
       "L 354.601596 80.961225 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_21\">\r\n",
       "    <path d=\"M 283.367553 9.727182 \r\n",
       "L 354.601596 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_5\">\r\n",
       "   <g id=\"patch_22\">\r\n",
       "    <path d=\"M 368.848404 80.961225 \r\n",
       "L 440.082447 80.961225 \r\n",
       "L 440.082447 9.727182 \r\n",
       "L 368.848404 9.727182 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p352a2eb268)\">\r\n",
       "    <image height=\"72\" id=\"image38c51bed9b\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"368.848404\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-8.961225\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_9\">\r\n",
       "    <g id=\"xtick_9\">\r\n",
       "     <g id=\"line2d_21\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"370.120441\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_21\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(366.939191 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_10\">\r\n",
       "     <g id=\"line2d_22\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"421.0019\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_22\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(414.6394 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_10\">\r\n",
       "    <g id=\"ytick_13\">\r\n",
       "     <g id=\"line2d_23\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"10.999219\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_23\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(355.485904 14.798437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_14\">\r\n",
       "     <g id=\"line2d_24\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"36.439948\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_24\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(349.123404 40.239167)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_15\">\r\n",
       "     <g id=\"line2d_25\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"61.880678\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_25\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(349.123404 65.679896)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_23\">\r\n",
       "    <path d=\"M 368.848404 80.961225 \r\n",
       "L 368.848404 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_24\">\r\n",
       "    <path d=\"M 440.082447 80.961225 \r\n",
       "L 440.082447 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_25\">\r\n",
       "    <path d=\"M 368.848404 80.961225 \r\n",
       "L 440.082447 80.961225 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_26\">\r\n",
       "    <path d=\"M 368.848404 9.727182 \r\n",
       "L 440.082447 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_6\">\r\n",
       "   <g id=\"patch_27\">\r\n",
       "    <path d=\"M 454.329255 80.961225 \r\n",
       "L 525.563298 80.961225 \r\n",
       "L 525.563298 9.727182 \r\n",
       "L 454.329255 9.727182 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p0eb70664c8)\">\r\n",
       "    <image height=\"72\" id=\"image571d45ff9b\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"454.329255\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAAEgAAABICAYAAABV7bNHAAAABHNCSVQICAgIfAhkiAAABKBJREFUeJztm39olHUcx9+3u2s/sqXNNqcbrbmNi3OMGSZto5Ks/jEn7mhUBhmIlRbIcjACwQSpf5I0xRTE0lrJXFNnIBITAkUtZdTyTlexOcduU8fEH9vuV398b5/vyXPb53p8To/4vP65z72f5/s83715f5/n+3zvmW2xzROBMClpD7oDqY4YxCAGMYhBDGIQgxjEIAYxiEEMYhCDGMQgBjGIQQwOM43sOY8BAPrfdJE2UjGuDzrkBACU7bxCWnhgUH2Ojpo55QNDEsRgKkFVHf0AgPU5x6be8S1dLvEuBwD0niogrbhlBAAQ6eomLRLQSUwFJEEMYhCDqSH23DSvQbseGqN65/BCAMCch4ZJa3e1qsIV02il+nB/9yFJJU1nqY4Eg2a6ZymSIAYxiMFmZtG+r6kKAHBu7Rek9Qf1EKv7dD0AIL/tH9KuLyoCAERWXCWtZd5eAMDj9nTS3N9/QHXZLrVvyKfvcoky+H4V1XmeHuMODdNVf853TXkcSRCDqQTZHOra7ts2nzTv0u1U90XTtPSrRtKK9vwFAAgO+EkLLH4aAFD52XnSNs86TfXXN54AAOz7+FXSslrVdvvMHNKGXyoFANyqHyHtx8rdVBc4dEInaL+l2u8qK477N04gCWIQgxhMDTFqnK6j69tSQbW3drth31rfMgBA2usB0kJ+9QDrKNSPHxWHe6nemKuG3khYP+AuPNgAAMh3DZL2c/kPhvPVdy+h+urWIgBAxrWAYT/7iXMGLRZJEMM9JSiWtIwMqq/VVwIAftm81bCfu1nfxgs6QgCA9KN69uzIn0V19TE1TWjI+SOhPjy7Sc/I877ppDp8+3ZC7eMhCWIQgxgsG2J3HTR68R5/vpy0xh37AACLMm+S5o8+4HrHZ5C24WIt1c3uvQCA2XHmMafHnFSvan4PAFC8Sc+nrFq5lAQxJCVB8bBnZwMARp8pJc3ZpGbV7a5Dcds4bXYAQCASMmzruKNvClvqPACAcOcFazobgySIQQxiuG9DbCp6N+iliWBWTHds0c8YafkrpwAAn+TqudPavhcAAJer9ZKLVauRkiAGMYghJYbYf6HngJpbdVbvMWx7efUaqjPaz1hyPkkQg6mffRLFXvIk1b41eQCAwuN6TvNw1wAAINhzOeFjOs8+oopqCzqYAJIgBjGIIalDDLv1vOTPsm2qeE1vbrmp1n4+v/giaXmN+p4RunDJcMgs//29p0iCGJKaoCuHi/SXj4zbPdPURdoz/1vS9rcWUn1wWQ2Au384nPH7DWs7ySAJYhCDGJI6xObs1xdZ94JVAIAjVTtIK3Y6DW1WZOs5UajtJACgra6GtLDlvZwaSRBDUhMUGhqieu4bql63YDVp3evUiuGJmi9Ji33TY2U0TbmHfiLt77Fcw3l+HVPHyfTfIc2qyYAkiEEMYkiJ5Y60efrFxUtNmVS/U64u0twvq08dfxcAUPr2b9b3zfIj/s8QgxhSYohNxsT/hNgezSatt242AGB0pu52yUb1osK9vKQwGZIghpROUCogCWIQgxjEIAYxiEEMYhCDGMQgBjGIQQxiEIMYxCAGMYjhX5DgIBGVmTJgAAAAAElFTkSuQmCC\" y=\"-8.961225\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_11\">\r\n",
       "    <g id=\"xtick_11\">\r\n",
       "     <g id=\"line2d_26\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"455.601292\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_26\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(452.420042 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_12\">\r\n",
       "     <g id=\"line2d_27\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"506.482751\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_27\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(500.120251 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_12\">\r\n",
       "    <g id=\"ytick_16\">\r\n",
       "     <g id=\"line2d_28\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"10.999219\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_28\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(440.966755 14.798437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_17\">\r\n",
       "     <g id=\"line2d_29\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"36.439948\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_29\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(434.604255 40.239167)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_18\">\r\n",
       "     <g id=\"line2d_30\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"61.880678\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_30\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(434.604255 65.679896)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_28\">\r\n",
       "    <path d=\"M 454.329255 80.961225 \r\n",
       "L 454.329255 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_29\">\r\n",
       "    <path d=\"M 525.563298 80.961225 \r\n",
       "L 525.563298 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_30\">\r\n",
       "    <path d=\"M 454.329255 80.961225 \r\n",
       "L 525.563298 80.961225 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_31\">\r\n",
       "    <path d=\"M 454.329255 9.727182 \r\n",
       "L 525.563298 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_7\">\r\n",
       "   <g id=\"patch_32\">\r\n",
       "    <path d=\"M 539.810106 80.961225 \r\n",
       "L 611.044149 80.961225 \r\n",
       "L 611.044149 9.727182 \r\n",
       "L 539.810106 9.727182 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pcf206a7c7d)\">\r\n",
       "    <image height=\"72\" id=\"image545cf4b64b\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"539.810106\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-8.961225\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_13\">\r\n",
       "    <g id=\"xtick_13\">\r\n",
       "     <g id=\"line2d_31\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"541.082143\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_31\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(537.900893 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_14\">\r\n",
       "     <g id=\"line2d_32\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"591.963602\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_32\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(585.601102 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_14\">\r\n",
       "    <g id=\"ytick_19\">\r\n",
       "     <g id=\"line2d_33\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"10.999219\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_33\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(526.447606 14.798437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_20\">\r\n",
       "     <g id=\"line2d_34\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"36.439948\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_34\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(520.085106 40.239167)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_21\">\r\n",
       "     <g id=\"line2d_35\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"61.880678\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_35\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(520.085106 65.679896)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_33\">\r\n",
       "    <path d=\"M 539.810106 80.961225 \r\n",
       "L 539.810106 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_34\">\r\n",
       "    <path d=\"M 611.044149 80.961225 \r\n",
       "L 611.044149 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_35\">\r\n",
       "    <path d=\"M 539.810106 80.961225 \r\n",
       "L 611.044149 80.961225 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_36\">\r\n",
       "    <path d=\"M 539.810106 9.727182 \r\n",
       "L 611.044149 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_8\">\r\n",
       "   <g id=\"patch_37\">\r\n",
       "    <path d=\"M 625.290957 80.961225 \r\n",
       "L 696.525 80.961225 \r\n",
       "L 696.525 9.727182 \r\n",
       "L 625.290957 9.727182 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p8634525213)\">\r\n",
       "    <image height=\"72\" id=\"imageb3138e9e8c\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"625.290957\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-8.961225\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_15\">\r\n",
       "    <g id=\"xtick_15\">\r\n",
       "     <g id=\"line2d_36\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"626.562994\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_36\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(623.381744 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_16\">\r\n",
       "     <g id=\"line2d_37\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"677.444453\" xlink:href=\"#mbc28282877\" y=\"80.961225\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_37\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(671.081953 95.559662)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_16\">\r\n",
       "    <g id=\"ytick_22\">\r\n",
       "     <g id=\"line2d_38\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"10.999219\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_38\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(611.928457 14.798437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_23\">\r\n",
       "     <g id=\"line2d_39\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"36.439948\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_39\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(605.565957 40.239167)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_24\">\r\n",
       "     <g id=\"line2d_40\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"61.880678\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_40\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(605.565957 65.679896)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_38\">\r\n",
       "    <path d=\"M 625.290957 80.961225 \r\n",
       "L 625.290957 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_39\">\r\n",
       "    <path d=\"M 696.525 80.961225 \r\n",
       "L 696.525 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_40\">\r\n",
       "    <path d=\"M 625.290957 80.961225 \r\n",
       "L 696.525 80.961225 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_41\">\r\n",
       "    <path d=\"M 625.290957 9.727182 \r\n",
       "L 696.525 9.727182 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_9\">\r\n",
       "   <g id=\"patch_42\">\r\n",
       "    <path d=\"M 26.925 174.149796 \r\n",
       "L 98.159043 174.149796 \r\n",
       "L 98.159043 102.915754 \r\n",
       "L 26.925 102.915754 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pfbbefc6197)\">\r\n",
       "    <image height=\"72\" id=\"image9200641669\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"26.925\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-102.149796\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_17\">\r\n",
       "    <g id=\"xtick_17\">\r\n",
       "     <g id=\"line2d_41\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.197036\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_41\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(25.015786 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_18\">\r\n",
       "     <g id=\"line2d_42\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"79.078495\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_42\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(72.715995 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_18\">\r\n",
       "    <g id=\"ytick_25\">\r\n",
       "     <g id=\"line2d_43\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"104.18779\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_43\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(13.5625 107.987009)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_26\">\r\n",
       "     <g id=\"line2d_44\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"129.62852\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_44\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(7.2 133.427738)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_27\">\r\n",
       "     <g id=\"line2d_45\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"155.069249\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_45\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(7.2 158.868468)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_43\">\r\n",
       "    <path d=\"M 26.925 174.149796 \r\n",
       "L 26.925 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_44\">\r\n",
       "    <path d=\"M 98.159043 174.149796 \r\n",
       "L 98.159043 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_45\">\r\n",
       "    <path d=\"M 26.925 174.149796 \r\n",
       "L 98.159043 174.149796 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_46\">\r\n",
       "    <path d=\"M 26.925 102.915754 \r\n",
       "L 98.159043 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_10\">\r\n",
       "   <g id=\"patch_47\">\r\n",
       "    <path d=\"M 112.405851 174.149796 \r\n",
       "L 183.639894 174.149796 \r\n",
       "L 183.639894 102.915754 \r\n",
       "L 112.405851 102.915754 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p567e69b774)\">\r\n",
       "    <image height=\"72\" id=\"image0eaca16520\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"112.405851\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAAEgAAABICAYAAABV7bNHAAAABHNCSVQICAgIfAhkiAAABDtJREFUeJztm39MVWUcxj/3XmAyI3X8KEAqiyG5av0QS3Cxfo5ay4U254bV1opsojR1Y9FybenwD3PA1pLG3GyWK13Z2nLpWmWhkI2xyNIIKStEYilaQHi5/XH0e9wul++9cDs09v389ezxnpf3Pjzv2XveI777fUtDGBHxT/YE/u9YQAoWkIIFpGABKVhAChaQggWkYAEpJHj1gzo3LwSgvaxOvKKXVwOQ2njIq2nEjDVIwQJS8GyJVS/eE+YNPNzviEavZhE71iAFn1fHHYF5eQA88f5+8R6d3gPAzbtXi5dbediL6USNNUjBAlLwbIldorNmoej2Fc6eqHkoUbyakiWig8d/8m5iEbAGKVhACp4vsUB6uugftuQAcOy+N8XbeS5T9Dv5Wd5NLALWIIUJ7aR/2VAoes6u06KDxzoiXhPs7RU9e88cADruHhJvecpvouvLnRt2WttfYeMEOtzPBf/oi2XaMWENUrCAFCZ0k05vmin6kdQ20ZsalgOQuaVp7AHuugWAG+qPi7U166Bo/8Xf3wgjYZfOb3lSdNZjR2OYdWxYgxQm1KDe59xd8Zcv1Yr+OzQMwNHh6eJVrysHYFrfP+Klb+oCYPt1n4w6/mgNCoac6X4xmCJe7ZJS53Nt38f+JRSsQQoWkELcdtI9Fe6eqLmqNuzfLy2XHf3Z4pVdeTLscy+eulP0AzO+A+Ce5PPu2BcfbDdef+sEZxwd1iCFuDXIl5gkunvVfACOrKsXL9EXAGA4FBSv6lQBAB8ecFuT+4q7XfBfnQHAvN0/i7chw3lFVHDoGfGuefzbiX+BCFiDFCwghf/0uCNU5N5Iyxo/AmBZSrd4+ftWApD39JExx+l61d1vtTz1GgDTfO5z9h31awDIrlF27uPAGqRgASl4915sbi4A1R+/K97cxAEASiteEC/5g5Yxx+l821m27cXuKeSBAeexoy43Pz6TvQxrkILnZ9I/1rl7nvZSZ5/UcDZPvP0lN4m+cPLXsOsDM2cA0PPWVeI13b4TgLW/LxKvw5WEhtwTy1ixBilYQAqeL7HLKWxzzoaq0tzHi3srV4m+4r3miNeOFN8mumGHs1RnJySLt2BjheiM18e/P7IGKXj2H6hGIzPpDOAehQAkDERXaP/nraL3nndu7JWzutxxBuOzMKxBChaQwqTepAcWLwAgbe0J8YaWBURf6D4V1Tinn3dOM7ev3yreN4PXit717EMA+A+2EivWIIVJbVC8yTrsvgp6I+dT0StOlABwdlHs7/CtQQoWkMKk7oPizWetN4o+l71P9OacvQAsLV8vXtq26P4+xBqkYAEpTKkllrfSPY0sSFoj+usHnTe9/cUD4qVti25Ma5DClNoHRSL1q1kA+H3uV+0tPBPVtdYgBQtIYUrdpCPRV/TnuK+1BilYQAoWkIIFpGABKVhAChaQggWkYAEp/Auls/pxJEmYkwAAAABJRU5ErkJggg==\" y=\"-102.149796\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_19\">\r\n",
       "    <g id=\"xtick_19\">\r\n",
       "     <g id=\"line2d_46\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.677888\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_46\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(110.496638 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_20\">\r\n",
       "     <g id=\"line2d_47\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"164.559347\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_47\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(158.196847 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_20\">\r\n",
       "    <g id=\"ytick_28\">\r\n",
       "     <g id=\"line2d_48\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"104.18779\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_48\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(99.043351 107.987009)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_29\">\r\n",
       "     <g id=\"line2d_49\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"129.62852\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_49\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(92.680851 133.427738)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_30\">\r\n",
       "     <g id=\"line2d_50\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"155.069249\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_50\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(92.680851 158.868468)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_48\">\r\n",
       "    <path d=\"M 112.405851 174.149796 \r\n",
       "L 112.405851 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_49\">\r\n",
       "    <path d=\"M 183.639894 174.149796 \r\n",
       "L 183.639894 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_50\">\r\n",
       "    <path d=\"M 112.405851 174.149796 \r\n",
       "L 183.639894 174.149796 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_51\">\r\n",
       "    <path d=\"M 112.405851 102.915754 \r\n",
       "L 183.639894 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_11\">\r\n",
       "   <g id=\"patch_52\">\r\n",
       "    <path d=\"M 197.886702 174.149796 \r\n",
       "L 269.120745 174.149796 \r\n",
       "L 269.120745 102.915754 \r\n",
       "L 197.886702 102.915754 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pf854246301)\">\r\n",
       "    <image height=\"72\" id=\"image7775a22d39\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"197.886702\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-102.149796\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_21\">\r\n",
       "    <g id=\"xtick_21\">\r\n",
       "     <g id=\"line2d_51\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"199.158739\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_51\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(195.977489 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_22\">\r\n",
       "     <g id=\"line2d_52\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"250.040198\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_52\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(243.677698 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_22\">\r\n",
       "    <g id=\"ytick_31\">\r\n",
       "     <g id=\"line2d_53\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"104.18779\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_53\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(184.524202 107.987009)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_32\">\r\n",
       "     <g id=\"line2d_54\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"129.62852\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_54\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(178.161702 133.427738)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_33\">\r\n",
       "     <g id=\"line2d_55\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"155.069249\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_55\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(178.161702 158.868468)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_53\">\r\n",
       "    <path d=\"M 197.886702 174.149796 \r\n",
       "L 197.886702 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_54\">\r\n",
       "    <path d=\"M 269.120745 174.149796 \r\n",
       "L 269.120745 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_55\">\r\n",
       "    <path d=\"M 197.886702 174.149796 \r\n",
       "L 269.120745 174.149796 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_56\">\r\n",
       "    <path d=\"M 197.886702 102.915754 \r\n",
       "L 269.120745 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_12\">\r\n",
       "   <g id=\"patch_57\">\r\n",
       "    <path d=\"M 283.367553 174.149796 \r\n",
       "L 354.601596 174.149796 \r\n",
       "L 354.601596 102.915754 \r\n",
       "L 283.367553 102.915754 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p2edd688256)\">\r\n",
       "    <image height=\"72\" id=\"imagee8b0ed6e66\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"283.367553\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-102.149796\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_23\">\r\n",
       "    <g id=\"xtick_23\">\r\n",
       "     <g id=\"line2d_56\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"284.63959\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_56\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(281.45834 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_24\">\r\n",
       "     <g id=\"line2d_57\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"335.521049\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_57\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(329.158549 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_24\">\r\n",
       "    <g id=\"ytick_34\">\r\n",
       "     <g id=\"line2d_58\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"104.18779\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_58\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(270.005053 107.987009)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_35\">\r\n",
       "     <g id=\"line2d_59\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"129.62852\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_59\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(263.642553 133.427738)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_36\">\r\n",
       "     <g id=\"line2d_60\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"155.069249\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_60\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(263.642553 158.868468)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_58\">\r\n",
       "    <path d=\"M 283.367553 174.149796 \r\n",
       "L 283.367553 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_59\">\r\n",
       "    <path d=\"M 354.601596 174.149796 \r\n",
       "L 354.601596 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_60\">\r\n",
       "    <path d=\"M 283.367553 174.149796 \r\n",
       "L 354.601596 174.149796 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_61\">\r\n",
       "    <path d=\"M 283.367553 102.915754 \r\n",
       "L 354.601596 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_13\">\r\n",
       "   <g id=\"patch_62\">\r\n",
       "    <path d=\"M 368.848404 174.149796 \r\n",
       "L 440.082447 174.149796 \r\n",
       "L 440.082447 102.915754 \r\n",
       "L 368.848404 102.915754 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pb03b86d262)\">\r\n",
       "    <image height=\"72\" id=\"image2748a2af3b\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"368.848404\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-102.149796\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_25\">\r\n",
       "    <g id=\"xtick_25\">\r\n",
       "     <g id=\"line2d_61\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"370.120441\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_61\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(366.939191 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_26\">\r\n",
       "     <g id=\"line2d_62\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"421.0019\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_62\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(414.6394 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_26\">\r\n",
       "    <g id=\"ytick_37\">\r\n",
       "     <g id=\"line2d_63\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"104.18779\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_63\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(355.485904 107.987009)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_38\">\r\n",
       "     <g id=\"line2d_64\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"129.62852\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_64\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(349.123404 133.427738)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_39\">\r\n",
       "     <g id=\"line2d_65\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"155.069249\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_65\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(349.123404 158.868468)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_63\">\r\n",
       "    <path d=\"M 368.848404 174.149796 \r\n",
       "L 368.848404 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_64\">\r\n",
       "    <path d=\"M 440.082447 174.149796 \r\n",
       "L 440.082447 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_65\">\r\n",
       "    <path d=\"M 368.848404 174.149796 \r\n",
       "L 440.082447 174.149796 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_66\">\r\n",
       "    <path d=\"M 368.848404 102.915754 \r\n",
       "L 440.082447 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_14\">\r\n",
       "   <g id=\"patch_67\">\r\n",
       "    <path d=\"M 454.329255 174.149796 \r\n",
       "L 525.563298 174.149796 \r\n",
       "L 525.563298 102.915754 \r\n",
       "L 454.329255 102.915754 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p989ce33462)\">\r\n",
       "    <image height=\"72\" id=\"image8b73ef0569\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"454.329255\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAAEgAAABICAYAAABV7bNHAAAABHNCSVQICAgIfAhkiAAABJBJREFUeJztmm9MlVUcxz8XLgoylxnkBht/dCBNl5hZtsqWRoNKN4nWH50vpNVNa7X5oq2alVv1gqyktBW0xKa53Cw3KJu1sJISNFsMIlkmL3TDUmZ/MOFe6MXDPeey58IP5HmAtt/n1W/f5+w85375nef8zjkE7giU9aMMScJED2CyowYJqEECapCAGiSgBgmoQQJqkIAaJKAGCahBAmqQgBokoAYJBP3o9MKaJQDMfuwXo9XkfAFAH32u9gsOrzNxoHW6idN/DAOQ8kmjH8McEZpBAmqQQMCrE8XwskUmrn5/KwAZwalGSxj4W8SbYkPREe4BoPjQE0bLW/vDmMY5WjSDBNQgAc9WschU63Xs1IpS9HAIgN8Lk4z2cagCgOzglLh95gaTAdh9S5XRnlq9AYArdn0/xhGPDM0gAc8yqGNFwKUtb77fxKmfNQGQ0b3QaCfLZwKQHfzbaIUNtiZ6deFeANIT/zLarRuPANDSONu+6I8uACJdXZc9/qHQDBJQgwR82WpEa56EwPAlVlIgPKg9AC12q1F5XwEAgUXzjLbuw1oAXq4/arRrq5w6KeuFhjGMOj6aQQKeVdK/vXKTiZvXVrqer8xc7NLympxyYEvGt3H7LNrgLOmxm9VLJU4/n1dvd7UvqFtv4vxHmkYybBHNIAE1SMCzKfbnQ0tMXF/xpuv5vD3Oh3TORlsBB3OyAOh5zw6htmCfieNtVueG2gCIFOYZrbTaOWtalnrCaF5tcDWDBDzLoMSrZpr41HpneT4e2mq0QxenARCqKzda3pNONsUu452bIiZuvH4XAMcu2fc8+tMaANLfSDFazwynWvly29tGe/dCjonrypwFJNJqM2ykaAYJqEEC3h13nDtv4umn3LP29pR/Aago2W20qh0rAOg/1mK0tNfsZnb5M2UAHJz/kdEaF+8E4EyNnXef/nON633tF2eN7gcMgWaQgBok4NkqFkt0RUurDRttZ/bXAPT221XqznLnlHHKgfjbgo7NA9uXfnvWtPlBZ2VblXre1T4pkGjiu24rNXGk/eSoxh+LZpCAL8cdBJ1uv2meY6TerK+Awdc+p5c67XIPxO8me9N3Lu35vtUAPJ3Z63o2eIN6+VkTi2aQgBok4MsUi3SeBSC9wU4x7na3653hfLAT8227yIlfh+0760XvTw2HQzNIwJdlPh5zjzoXhs/NqjfawW7nuOODB4qN1n+8hcmEZpCAGiQwblMsSnvljSb++d63AFjZtspoiSF7Tz+WCtgrNIME/KmkhyG/xt7D7y9OA6C2YL9tUG/Dm599HIArd7gr6vFCM0hADRIY9490LMPdkoK9s7/hJXuFc/V2raQnFWqQwLivYrEkn+0G4J42e/oXe7MapTvTfgW6S506atq+Iz6PzkEzSGBCP9JRonf0ALl7O038eobzQY49hdxybj4Ah0vsEUn49BnfxqYZJKAGCUyKKTYU7TXXAbBn6TtGWzCwly1uLTPalKIO38agGSQwqTMoSrz/ck0O2GufbXn5vr1bM0hADRL4X0yxiUQzSEANElCDBNQggf8A1BwR8OMdwQMAAAAASUVORK5CYII=\" y=\"-102.149796\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_27\">\r\n",
       "    <g id=\"xtick_27\">\r\n",
       "     <g id=\"line2d_66\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"455.601292\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_66\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(452.420042 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_28\">\r\n",
       "     <g id=\"line2d_67\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"506.482751\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_67\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(500.120251 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_28\">\r\n",
       "    <g id=\"ytick_40\">\r\n",
       "     <g id=\"line2d_68\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"104.18779\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_68\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(440.966755 107.987009)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_41\">\r\n",
       "     <g id=\"line2d_69\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"129.62852\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_69\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(434.604255 133.427738)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_42\">\r\n",
       "     <g id=\"line2d_70\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"155.069249\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_70\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(434.604255 158.868468)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_68\">\r\n",
       "    <path d=\"M 454.329255 174.149796 \r\n",
       "L 454.329255 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_69\">\r\n",
       "    <path d=\"M 525.563298 174.149796 \r\n",
       "L 525.563298 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_70\">\r\n",
       "    <path d=\"M 454.329255 174.149796 \r\n",
       "L 525.563298 174.149796 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_71\">\r\n",
       "    <path d=\"M 454.329255 102.915754 \r\n",
       "L 525.563298 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_15\">\r\n",
       "   <g id=\"patch_72\">\r\n",
       "    <path d=\"M 539.810106 174.149796 \r\n",
       "L 611.044149 174.149796 \r\n",
       "L 611.044149 102.915754 \r\n",
       "L 539.810106 102.915754 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p71a7e88b37)\">\r\n",
       "    <image height=\"72\" id=\"image1d0ba6f408\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"539.810106\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-102.149796\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_29\">\r\n",
       "    <g id=\"xtick_29\">\r\n",
       "     <g id=\"line2d_71\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"541.082143\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_71\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(537.900893 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_30\">\r\n",
       "     <g id=\"line2d_72\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"591.963602\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_72\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(585.601102 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_30\">\r\n",
       "    <g id=\"ytick_43\">\r\n",
       "     <g id=\"line2d_73\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"104.18779\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_73\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(526.447606 107.987009)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_44\">\r\n",
       "     <g id=\"line2d_74\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"129.62852\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_74\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(520.085106 133.427738)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_45\">\r\n",
       "     <g id=\"line2d_75\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"155.069249\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_75\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(520.085106 158.868468)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_73\">\r\n",
       "    <path d=\"M 539.810106 174.149796 \r\n",
       "L 539.810106 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_74\">\r\n",
       "    <path d=\"M 611.044149 174.149796 \r\n",
       "L 611.044149 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_75\">\r\n",
       "    <path d=\"M 539.810106 174.149796 \r\n",
       "L 611.044149 174.149796 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_76\">\r\n",
       "    <path d=\"M 539.810106 102.915754 \r\n",
       "L 611.044149 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_16\">\r\n",
       "   <g id=\"patch_77\">\r\n",
       "    <path d=\"M 625.290957 174.149796 \r\n",
       "L 696.525 174.149796 \r\n",
       "L 696.525 102.915754 \r\n",
       "L 625.290957 102.915754 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p6169b7b1ac)\">\r\n",
       "    <image height=\"72\" id=\"imagefee2d61a3c\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"625.290957\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-102.149796\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_31\">\r\n",
       "    <g id=\"xtick_31\">\r\n",
       "     <g id=\"line2d_76\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"626.562994\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_76\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(623.381744 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_32\">\r\n",
       "     <g id=\"line2d_77\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"677.444453\" xlink:href=\"#mbc28282877\" y=\"174.149796\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_77\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(671.081953 188.748234)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_32\">\r\n",
       "    <g id=\"ytick_46\">\r\n",
       "     <g id=\"line2d_78\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"104.18779\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_78\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(611.928457 107.987009)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_47\">\r\n",
       "     <g id=\"line2d_79\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"129.62852\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_79\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(605.565957 133.427738)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_48\">\r\n",
       "     <g id=\"line2d_80\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"155.069249\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_80\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(605.565957 158.868468)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_78\">\r\n",
       "    <path d=\"M 625.290957 174.149796 \r\n",
       "L 625.290957 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_79\">\r\n",
       "    <path d=\"M 696.525 174.149796 \r\n",
       "L 696.525 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_80\">\r\n",
       "    <path d=\"M 625.290957 174.149796 \r\n",
       "L 696.525 174.149796 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_81\">\r\n",
       "    <path d=\"M 625.290957 102.915754 \r\n",
       "L 696.525 102.915754 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_17\">\r\n",
       "   <g id=\"patch_82\">\r\n",
       "    <path d=\"M 26.925 267.338368 \r\n",
       "L 98.159043 267.338368 \r\n",
       "L 98.159043 196.104325 \r\n",
       "L 26.925 196.104325 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pf63ab0fd2a)\">\r\n",
       "    <image height=\"72\" id=\"imagebda6f50e3a\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"26.925\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-195.338368\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_33\">\r\n",
       "    <g id=\"xtick_33\">\r\n",
       "     <g id=\"line2d_81\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.197036\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_81\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(25.015786 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_34\">\r\n",
       "     <g id=\"line2d_82\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"79.078495\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_82\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(72.715995 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_34\">\r\n",
       "    <g id=\"ytick_49\">\r\n",
       "     <g id=\"line2d_83\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"197.376362\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_83\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(13.5625 201.17558)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_50\">\r\n",
       "     <g id=\"line2d_84\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"222.817091\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_84\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(7.2 226.61631)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_51\">\r\n",
       "     <g id=\"line2d_85\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"248.257821\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_85\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(7.2 252.057039)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_83\">\r\n",
       "    <path d=\"M 26.925 267.338368 \r\n",
       "L 26.925 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_84\">\r\n",
       "    <path d=\"M 98.159043 267.338368 \r\n",
       "L 98.159043 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_85\">\r\n",
       "    <path d=\"M 26.925 267.338368 \r\n",
       "L 98.159043 267.338368 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_86\">\r\n",
       "    <path d=\"M 26.925 196.104325 \r\n",
       "L 98.159043 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_18\">\r\n",
       "   <g id=\"patch_87\">\r\n",
       "    <path d=\"M 112.405851 267.338368 \r\n",
       "L 183.639894 267.338368 \r\n",
       "L 183.639894 196.104325 \r\n",
       "L 112.405851 196.104325 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pf3568c0b50)\">\r\n",
       "    <image height=\"72\" id=\"image850e03ad07\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"112.405851\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-195.338368\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_35\">\r\n",
       "    <g id=\"xtick_35\">\r\n",
       "     <g id=\"line2d_86\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.677888\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_86\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(110.496638 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_36\">\r\n",
       "     <g id=\"line2d_87\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"164.559347\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_87\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(158.196847 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_36\">\r\n",
       "    <g id=\"ytick_52\">\r\n",
       "     <g id=\"line2d_88\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"197.376362\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_88\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(99.043351 201.17558)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_53\">\r\n",
       "     <g id=\"line2d_89\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"222.817091\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_89\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(92.680851 226.61631)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_54\">\r\n",
       "     <g id=\"line2d_90\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"248.257821\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_90\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(92.680851 252.057039)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_88\">\r\n",
       "    <path d=\"M 112.405851 267.338368 \r\n",
       "L 112.405851 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_89\">\r\n",
       "    <path d=\"M 183.639894 267.338368 \r\n",
       "L 183.639894 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_90\">\r\n",
       "    <path d=\"M 112.405851 267.338368 \r\n",
       "L 183.639894 267.338368 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_91\">\r\n",
       "    <path d=\"M 112.405851 196.104325 \r\n",
       "L 183.639894 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_19\">\r\n",
       "   <g id=\"patch_92\">\r\n",
       "    <path d=\"M 197.886702 267.338368 \r\n",
       "L 269.120745 267.338368 \r\n",
       "L 269.120745 196.104325 \r\n",
       "L 197.886702 196.104325 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#ped0f172cca)\">\r\n",
       "    <image height=\"72\" id=\"imagedc20efa1f1\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"197.886702\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-195.338368\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_37\">\r\n",
       "    <g id=\"xtick_37\">\r\n",
       "     <g id=\"line2d_91\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"199.158739\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_91\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(195.977489 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_38\">\r\n",
       "     <g id=\"line2d_92\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"250.040198\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_92\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(243.677698 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_38\">\r\n",
       "    <g id=\"ytick_55\">\r\n",
       "     <g id=\"line2d_93\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"197.376362\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_93\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(184.524202 201.17558)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_56\">\r\n",
       "     <g id=\"line2d_94\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"222.817091\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_94\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(178.161702 226.61631)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_57\">\r\n",
       "     <g id=\"line2d_95\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"248.257821\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_95\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(178.161702 252.057039)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_93\">\r\n",
       "    <path d=\"M 197.886702 267.338368 \r\n",
       "L 197.886702 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_94\">\r\n",
       "    <path d=\"M 269.120745 267.338368 \r\n",
       "L 269.120745 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_95\">\r\n",
       "    <path d=\"M 197.886702 267.338368 \r\n",
       "L 269.120745 267.338368 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_96\">\r\n",
       "    <path d=\"M 197.886702 196.104325 \r\n",
       "L 269.120745 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_20\">\r\n",
       "   <g id=\"patch_97\">\r\n",
       "    <path d=\"M 283.367553 267.338368 \r\n",
       "L 354.601596 267.338368 \r\n",
       "L 354.601596 196.104325 \r\n",
       "L 283.367553 196.104325 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pdf143aee77)\">\r\n",
       "    <image height=\"72\" id=\"image4dcf8679c8\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"283.367553\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-195.338368\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_39\">\r\n",
       "    <g id=\"xtick_39\">\r\n",
       "     <g id=\"line2d_96\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"284.63959\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_96\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(281.45834 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_40\">\r\n",
       "     <g id=\"line2d_97\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"335.521049\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_97\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(329.158549 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_40\">\r\n",
       "    <g id=\"ytick_58\">\r\n",
       "     <g id=\"line2d_98\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"197.376362\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_98\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(270.005053 201.17558)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_59\">\r\n",
       "     <g id=\"line2d_99\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"222.817091\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_99\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(263.642553 226.61631)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_60\">\r\n",
       "     <g id=\"line2d_100\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"248.257821\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_100\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(263.642553 252.057039)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_98\">\r\n",
       "    <path d=\"M 283.367553 267.338368 \r\n",
       "L 283.367553 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_99\">\r\n",
       "    <path d=\"M 354.601596 267.338368 \r\n",
       "L 354.601596 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_100\">\r\n",
       "    <path d=\"M 283.367553 267.338368 \r\n",
       "L 354.601596 267.338368 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_101\">\r\n",
       "    <path d=\"M 283.367553 196.104325 \r\n",
       "L 354.601596 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_21\">\r\n",
       "   <g id=\"patch_102\">\r\n",
       "    <path d=\"M 368.848404 267.338368 \r\n",
       "L 440.082447 267.338368 \r\n",
       "L 440.082447 196.104325 \r\n",
       "L 368.848404 196.104325 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p7265d28725)\">\r\n",
       "    <image height=\"72\" id=\"image4c48419b42\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"368.848404\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-195.338368\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_41\">\r\n",
       "    <g id=\"xtick_41\">\r\n",
       "     <g id=\"line2d_101\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"370.120441\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_101\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(366.939191 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_42\">\r\n",
       "     <g id=\"line2d_102\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"421.0019\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_102\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(414.6394 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_42\">\r\n",
       "    <g id=\"ytick_61\">\r\n",
       "     <g id=\"line2d_103\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"197.376362\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_103\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(355.485904 201.17558)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_62\">\r\n",
       "     <g id=\"line2d_104\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"222.817091\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_104\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(349.123404 226.61631)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_63\">\r\n",
       "     <g id=\"line2d_105\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"248.257821\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_105\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(349.123404 252.057039)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_103\">\r\n",
       "    <path d=\"M 368.848404 267.338368 \r\n",
       "L 368.848404 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_104\">\r\n",
       "    <path d=\"M 440.082447 267.338368 \r\n",
       "L 440.082447 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_105\">\r\n",
       "    <path d=\"M 368.848404 267.338368 \r\n",
       "L 440.082447 267.338368 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_106\">\r\n",
       "    <path d=\"M 368.848404 196.104325 \r\n",
       "L 440.082447 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_22\">\r\n",
       "   <g id=\"patch_107\">\r\n",
       "    <path d=\"M 454.329255 267.338368 \r\n",
       "L 525.563298 267.338368 \r\n",
       "L 525.563298 196.104325 \r\n",
       "L 454.329255 196.104325 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p58efd62c20)\">\r\n",
       "    <image height=\"72\" id=\"image0f77db550b\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"454.329255\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-195.338368\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_43\">\r\n",
       "    <g id=\"xtick_43\">\r\n",
       "     <g id=\"line2d_106\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"455.601292\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_106\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(452.420042 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_44\">\r\n",
       "     <g id=\"line2d_107\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"506.482751\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_107\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(500.120251 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_44\">\r\n",
       "    <g id=\"ytick_64\">\r\n",
       "     <g id=\"line2d_108\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"197.376362\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_108\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(440.966755 201.17558)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_65\">\r\n",
       "     <g id=\"line2d_109\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"222.817091\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_109\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(434.604255 226.61631)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_66\">\r\n",
       "     <g id=\"line2d_110\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"248.257821\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_110\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(434.604255 252.057039)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_108\">\r\n",
       "    <path d=\"M 454.329255 267.338368 \r\n",
       "L 454.329255 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_109\">\r\n",
       "    <path d=\"M 525.563298 267.338368 \r\n",
       "L 525.563298 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_110\">\r\n",
       "    <path d=\"M 454.329255 267.338368 \r\n",
       "L 525.563298 267.338368 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_111\">\r\n",
       "    <path d=\"M 454.329255 196.104325 \r\n",
       "L 525.563298 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_23\">\r\n",
       "   <g id=\"patch_112\">\r\n",
       "    <path d=\"M 539.810106 267.338368 \r\n",
       "L 611.044149 267.338368 \r\n",
       "L 611.044149 196.104325 \r\n",
       "L 539.810106 196.104325 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p891f83a121)\">\r\n",
       "    <image height=\"72\" id=\"imageb57cec5582\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"539.810106\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-195.338368\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_45\">\r\n",
       "    <g id=\"xtick_45\">\r\n",
       "     <g id=\"line2d_111\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"541.082143\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_111\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(537.900893 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_46\">\r\n",
       "     <g id=\"line2d_112\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"591.963602\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_112\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(585.601102 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_46\">\r\n",
       "    <g id=\"ytick_67\">\r\n",
       "     <g id=\"line2d_113\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"197.376362\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_113\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(526.447606 201.17558)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_68\">\r\n",
       "     <g id=\"line2d_114\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"222.817091\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_114\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(520.085106 226.61631)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_69\">\r\n",
       "     <g id=\"line2d_115\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"248.257821\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_115\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(520.085106 252.057039)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_113\">\r\n",
       "    <path d=\"M 539.810106 267.338368 \r\n",
       "L 539.810106 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_114\">\r\n",
       "    <path d=\"M 611.044149 267.338368 \r\n",
       "L 611.044149 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_115\">\r\n",
       "    <path d=\"M 539.810106 267.338368 \r\n",
       "L 611.044149 267.338368 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_116\">\r\n",
       "    <path d=\"M 539.810106 196.104325 \r\n",
       "L 611.044149 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_24\">\r\n",
       "   <g id=\"patch_117\">\r\n",
       "    <path d=\"M 625.290957 267.338368 \r\n",
       "L 696.525 267.338368 \r\n",
       "L 696.525 196.104325 \r\n",
       "L 625.290957 196.104325 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pdc475b9dc0)\">\r\n",
       "    <image height=\"72\" id=\"image7be4831a8c\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"625.290957\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-195.338368\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_47\">\r\n",
       "    <g id=\"xtick_47\">\r\n",
       "     <g id=\"line2d_116\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"626.562994\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_116\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(623.381744 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_48\">\r\n",
       "     <g id=\"line2d_117\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"677.444453\" xlink:href=\"#mbc28282877\" y=\"267.338368\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_117\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(671.081953 281.936805)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_48\">\r\n",
       "    <g id=\"ytick_70\">\r\n",
       "     <g id=\"line2d_118\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"197.376362\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_118\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(611.928457 201.17558)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_71\">\r\n",
       "     <g id=\"line2d_119\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"222.817091\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_119\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(605.565957 226.61631)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_72\">\r\n",
       "     <g id=\"line2d_120\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"248.257821\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_120\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(605.565957 252.057039)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_118\">\r\n",
       "    <path d=\"M 625.290957 267.338368 \r\n",
       "L 625.290957 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_119\">\r\n",
       "    <path d=\"M 696.525 267.338368 \r\n",
       "L 696.525 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_120\">\r\n",
       "    <path d=\"M 625.290957 267.338368 \r\n",
       "L 696.525 267.338368 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_121\">\r\n",
       "    <path d=\"M 625.290957 196.104325 \r\n",
       "L 696.525 196.104325 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_25\">\r\n",
       "   <g id=\"patch_122\">\r\n",
       "    <path d=\"M 26.925 360.526939 \r\n",
       "L 98.159043 360.526939 \r\n",
       "L 98.159043 289.292897 \r\n",
       "L 26.925 289.292897 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pcd5c174749)\">\r\n",
       "    <image height=\"72\" id=\"imaged41fccf7c1\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"26.925\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-288.526939\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_49\">\r\n",
       "    <g id=\"xtick_49\">\r\n",
       "     <g id=\"line2d_121\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.197036\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_121\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(25.015786 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_50\">\r\n",
       "     <g id=\"line2d_122\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"79.078495\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_122\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(72.715995 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_50\">\r\n",
       "    <g id=\"ytick_73\">\r\n",
       "     <g id=\"line2d_123\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"290.564933\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_123\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(13.5625 294.364152)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_74\">\r\n",
       "     <g id=\"line2d_124\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"316.005663\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_124\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(7.2 319.804881)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_75\">\r\n",
       "     <g id=\"line2d_125\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"341.446392\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_125\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(7.2 345.245611)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_123\">\r\n",
       "    <path d=\"M 26.925 360.526939 \r\n",
       "L 26.925 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_124\">\r\n",
       "    <path d=\"M 98.159043 360.526939 \r\n",
       "L 98.159043 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_125\">\r\n",
       "    <path d=\"M 26.925 360.526939 \r\n",
       "L 98.159043 360.526939 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_126\">\r\n",
       "    <path d=\"M 26.925 289.292897 \r\n",
       "L 98.159043 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_26\">\r\n",
       "   <g id=\"patch_127\">\r\n",
       "    <path d=\"M 112.405851 360.526939 \r\n",
       "L 183.639894 360.526939 \r\n",
       "L 183.639894 289.292897 \r\n",
       "L 112.405851 289.292897 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pdd46a1d63c)\">\r\n",
       "    <image height=\"72\" id=\"imagef0c503f87f\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"112.405851\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-288.526939\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_51\">\r\n",
       "    <g id=\"xtick_51\">\r\n",
       "     <g id=\"line2d_126\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.677888\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_126\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(110.496638 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_52\">\r\n",
       "     <g id=\"line2d_127\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"164.559347\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_127\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(158.196847 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_52\">\r\n",
       "    <g id=\"ytick_76\">\r\n",
       "     <g id=\"line2d_128\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"290.564933\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_128\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(99.043351 294.364152)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_77\">\r\n",
       "     <g id=\"line2d_129\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"316.005663\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_129\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(92.680851 319.804881)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_78\">\r\n",
       "     <g id=\"line2d_130\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"341.446392\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_130\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(92.680851 345.245611)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_128\">\r\n",
       "    <path d=\"M 112.405851 360.526939 \r\n",
       "L 112.405851 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_129\">\r\n",
       "    <path d=\"M 183.639894 360.526939 \r\n",
       "L 183.639894 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_130\">\r\n",
       "    <path d=\"M 112.405851 360.526939 \r\n",
       "L 183.639894 360.526939 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_131\">\r\n",
       "    <path d=\"M 112.405851 289.292897 \r\n",
       "L 183.639894 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_27\">\r\n",
       "   <g id=\"patch_132\">\r\n",
       "    <path d=\"M 197.886702 360.526939 \r\n",
       "L 269.120745 360.526939 \r\n",
       "L 269.120745 289.292897 \r\n",
       "L 197.886702 289.292897 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pdc02c25d09)\">\r\n",
       "    <image height=\"72\" id=\"image8aac4ec990\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"197.886702\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAAEgAAABICAYAAABV7bNHAAAABHNCSVQICAgIfAhkiAAAA1VJREFUeJztmk9IFHEUx7+zu4muW7oYWClJZXZQiVhckqjDUpaQEGnUMVjKiC5dAk/aKapr/w51CAJJ6CJdOrQFhkYkmuQftkwvhplFsLaVubMdfvZ+K269zXVmJ3ify7x5zO83j+983+7M/MbYb7QkIfwRV64LcDoiEIMIxCACMXhyXQAARG8FKW4MDFE8Xvc9F+UsQRzEIAIxOKLFUjm5vofijpKDAIDEp8+5KkccxOEIB5U/Mije1aSv2eiVrQCAqrA4yLGIQAyOaLH82XmKXdDt1lA7DACYtLugFMRBDI5wkKtngOKqSJjisdBtAMBhBGyv6TfiIAYRiMERLZaK91WB3gmpzUJIt5gn0m9rPeIgBhGIwXEttvnBlN45rzYTzbrM7RF76xEHMRhOW/Zxeb0UB3pjAIAiT5xykfpNAAAzFrOnHlvO8h8jAjE47kfajOt26ozsAQBEj9+g3NOSanWctJgzcJyDUlk7mfvrl/sKHI4IxGBbixkedaoPrXoVtbBpGgBwYONY2jE1BfeW5Wb3lQEA/FPTlEv+nF923GohDmKw1EGeDaUUx+6qO+SXNdco5zbU9QkOHKNc/Ecexe/LiwAAzb4+yvVeug4AqN52jnIV7b2rWfYSxEEMIhCDpS020lFBcbTmJgCgfvAE5Ura3AAA/5D+kfanjJ9c3CamTMqNL3wDAAQbXuvc8G4AgK/r+WqUvQRxEIMIxGBpi10O3ad4x+NTantGt1Pqg2mmdH6pAwDM7NVj1+Wpr9LMtCOyQxzEYImD3JVbAAC1efr+JBlXp1qJa2YSekzY/wIA0LezlXJm//CK6swEcRCDCMRgSYsl3k4AAD6aXubIzGjoP03xYFA9wCYK1lDOyqssDmKw9G++LXqUYl/p3IrnmZv2UWzC3lUqcRCDCMRgaYvNd+n3Qd3tVwEAjRcvUC7T9zgV3bqt4k3q7eG7lnzKVT7Lqsy/Ig5isG1t3gioBT9XXL8/Toy++ed53E/U2ny4TNvmzpFDar6RaDYlpkUcxCACMdi27JNcfKBMZDvR2UIAQPHDr5RaKFbfNRppB2SHOIhBBGJw3BdmTkMcxCACMYhADCIQgwjEIAIxiEAMIhCDCMQgAjGIQAwiEIMIxCACMfwCIwSrqK334S0AAAAASUVORK5CYII=\" y=\"-288.526939\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_53\">\r\n",
       "    <g id=\"xtick_53\">\r\n",
       "     <g id=\"line2d_131\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"199.158739\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_131\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(195.977489 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_54\">\r\n",
       "     <g id=\"line2d_132\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"250.040198\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_132\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(243.677698 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_54\">\r\n",
       "    <g id=\"ytick_79\">\r\n",
       "     <g id=\"line2d_133\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"290.564933\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_133\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(184.524202 294.364152)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_80\">\r\n",
       "     <g id=\"line2d_134\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"316.005663\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_134\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(178.161702 319.804881)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_81\">\r\n",
       "     <g id=\"line2d_135\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"341.446392\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_135\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(178.161702 345.245611)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_133\">\r\n",
       "    <path d=\"M 197.886702 360.526939 \r\n",
       "L 197.886702 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_134\">\r\n",
       "    <path d=\"M 269.120745 360.526939 \r\n",
       "L 269.120745 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_135\">\r\n",
       "    <path d=\"M 197.886702 360.526939 \r\n",
       "L 269.120745 360.526939 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_136\">\r\n",
       "    <path d=\"M 197.886702 289.292897 \r\n",
       "L 269.120745 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_28\">\r\n",
       "   <g id=\"patch_137\">\r\n",
       "    <path d=\"M 283.367553 360.526939 \r\n",
       "L 354.601596 360.526939 \r\n",
       "L 354.601596 289.292897 \r\n",
       "L 283.367553 289.292897 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p5b0e22775f)\">\r\n",
       "    <image height=\"72\" id=\"image963d5393da\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"283.367553\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-288.526939\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_55\">\r\n",
       "    <g id=\"xtick_55\">\r\n",
       "     <g id=\"line2d_136\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"284.63959\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_136\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(281.45834 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_56\">\r\n",
       "     <g id=\"line2d_137\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"335.521049\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_137\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(329.158549 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_56\">\r\n",
       "    <g id=\"ytick_82\">\r\n",
       "     <g id=\"line2d_138\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"290.564933\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_138\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(270.005053 294.364152)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_83\">\r\n",
       "     <g id=\"line2d_139\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"316.005663\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_139\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(263.642553 319.804881)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_84\">\r\n",
       "     <g id=\"line2d_140\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"341.446392\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_140\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(263.642553 345.245611)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_138\">\r\n",
       "    <path d=\"M 283.367553 360.526939 \r\n",
       "L 283.367553 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_139\">\r\n",
       "    <path d=\"M 354.601596 360.526939 \r\n",
       "L 354.601596 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_140\">\r\n",
       "    <path d=\"M 283.367553 360.526939 \r\n",
       "L 354.601596 360.526939 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_141\">\r\n",
       "    <path d=\"M 283.367553 289.292897 \r\n",
       "L 354.601596 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_29\">\r\n",
       "   <g id=\"patch_142\">\r\n",
       "    <path d=\"M 368.848404 360.526939 \r\n",
       "L 440.082447 360.526939 \r\n",
       "L 440.082447 289.292897 \r\n",
       "L 368.848404 289.292897 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p2a7e62381b)\">\r\n",
       "    <image height=\"72\" id=\"image2e4646c2e1\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"368.848404\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-288.526939\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_57\">\r\n",
       "    <g id=\"xtick_57\">\r\n",
       "     <g id=\"line2d_141\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"370.120441\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_141\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(366.939191 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_58\">\r\n",
       "     <g id=\"line2d_142\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"421.0019\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_142\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(414.6394 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_58\">\r\n",
       "    <g id=\"ytick_85\">\r\n",
       "     <g id=\"line2d_143\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"290.564933\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_143\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(355.485904 294.364152)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_86\">\r\n",
       "     <g id=\"line2d_144\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"316.005663\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_144\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(349.123404 319.804881)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_87\">\r\n",
       "     <g id=\"line2d_145\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"341.446392\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_145\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(349.123404 345.245611)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_143\">\r\n",
       "    <path d=\"M 368.848404 360.526939 \r\n",
       "L 368.848404 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_144\">\r\n",
       "    <path d=\"M 440.082447 360.526939 \r\n",
       "L 440.082447 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_145\">\r\n",
       "    <path d=\"M 368.848404 360.526939 \r\n",
       "L 440.082447 360.526939 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_146\">\r\n",
       "    <path d=\"M 368.848404 289.292897 \r\n",
       "L 440.082447 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_30\">\r\n",
       "   <g id=\"patch_147\">\r\n",
       "    <path d=\"M 454.329255 360.526939 \r\n",
       "L 525.563298 360.526939 \r\n",
       "L 525.563298 289.292897 \r\n",
       "L 454.329255 289.292897 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pba8081fff2)\">\r\n",
       "    <image height=\"72\" id=\"image7d72821480\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"454.329255\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-288.526939\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_59\">\r\n",
       "    <g id=\"xtick_59\">\r\n",
       "     <g id=\"line2d_146\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"455.601292\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_146\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(452.420042 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_60\">\r\n",
       "     <g id=\"line2d_147\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"506.482751\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_147\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(500.120251 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_60\">\r\n",
       "    <g id=\"ytick_88\">\r\n",
       "     <g id=\"line2d_148\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"290.564933\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_148\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(440.966755 294.364152)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_89\">\r\n",
       "     <g id=\"line2d_149\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"316.005663\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_149\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(434.604255 319.804881)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_90\">\r\n",
       "     <g id=\"line2d_150\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"341.446392\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_150\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(434.604255 345.245611)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_148\">\r\n",
       "    <path d=\"M 454.329255 360.526939 \r\n",
       "L 454.329255 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_149\">\r\n",
       "    <path d=\"M 525.563298 360.526939 \r\n",
       "L 525.563298 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_150\">\r\n",
       "    <path d=\"M 454.329255 360.526939 \r\n",
       "L 525.563298 360.526939 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_151\">\r\n",
       "    <path d=\"M 454.329255 289.292897 \r\n",
       "L 525.563298 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_31\">\r\n",
       "   <g id=\"patch_152\">\r\n",
       "    <path d=\"M 539.810106 360.526939 \r\n",
       "L 611.044149 360.526939 \r\n",
       "L 611.044149 289.292897 \r\n",
       "L 539.810106 289.292897 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pddb84a57fe)\">\r\n",
       "    <image height=\"72\" id=\"imagef2164a117c\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"539.810106\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-288.526939\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_61\">\r\n",
       "    <g id=\"xtick_61\">\r\n",
       "     <g id=\"line2d_151\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"541.082143\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_151\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(537.900893 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_62\">\r\n",
       "     <g id=\"line2d_152\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"591.963602\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_152\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(585.601102 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_62\">\r\n",
       "    <g id=\"ytick_91\">\r\n",
       "     <g id=\"line2d_153\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"290.564933\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_153\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(526.447606 294.364152)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_92\">\r\n",
       "     <g id=\"line2d_154\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"316.005663\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_154\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(520.085106 319.804881)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_93\">\r\n",
       "     <g id=\"line2d_155\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"341.446392\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_155\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(520.085106 345.245611)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_153\">\r\n",
       "    <path d=\"M 539.810106 360.526939 \r\n",
       "L 539.810106 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_154\">\r\n",
       "    <path d=\"M 611.044149 360.526939 \r\n",
       "L 611.044149 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_155\">\r\n",
       "    <path d=\"M 539.810106 360.526939 \r\n",
       "L 611.044149 360.526939 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_156\">\r\n",
       "    <path d=\"M 539.810106 289.292897 \r\n",
       "L 611.044149 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_32\">\r\n",
       "   <g id=\"patch_157\">\r\n",
       "    <path d=\"M 625.290957 360.526939 \r\n",
       "L 696.525 360.526939 \r\n",
       "L 696.525 289.292897 \r\n",
       "L 625.290957 289.292897 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p201120bbea)\">\r\n",
       "    <image height=\"72\" id=\"imagefd46340e1b\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"625.290957\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-288.526939\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_63\">\r\n",
       "    <g id=\"xtick_63\">\r\n",
       "     <g id=\"line2d_156\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"626.562994\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_156\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(623.381744 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_64\">\r\n",
       "     <g id=\"line2d_157\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"677.444453\" xlink:href=\"#mbc28282877\" y=\"360.526939\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_157\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(671.081953 375.125377)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_64\">\r\n",
       "    <g id=\"ytick_94\">\r\n",
       "     <g id=\"line2d_158\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"290.564933\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_158\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(611.928457 294.364152)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_95\">\r\n",
       "     <g id=\"line2d_159\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"316.005663\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_159\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(605.565957 319.804881)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_96\">\r\n",
       "     <g id=\"line2d_160\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"341.446392\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_160\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(605.565957 345.245611)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_158\">\r\n",
       "    <path d=\"M 625.290957 360.526939 \r\n",
       "L 625.290957 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_159\">\r\n",
       "    <path d=\"M 696.525 360.526939 \r\n",
       "L 696.525 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_160\">\r\n",
       "    <path d=\"M 625.290957 360.526939 \r\n",
       "L 696.525 360.526939 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_161\">\r\n",
       "    <path d=\"M 625.290957 289.292897 \r\n",
       "L 696.525 289.292897 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_33\">\r\n",
       "   <g id=\"patch_162\">\r\n",
       "    <path d=\"M 26.925 453.715511 \r\n",
       "L 98.159043 453.715511 \r\n",
       "L 98.159043 382.481468 \r\n",
       "L 26.925 382.481468 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p45f5ff6f9e)\">\r\n",
       "    <image height=\"72\" id=\"imagece9c47df0a\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"26.925\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAAEgAAABICAYAAABV7bNHAAAABHNCSVQICAgIfAhkiAAAA/NJREFUeJztmm1olWUYx3/PXprWNtNTtMMK3HCzVdILI2kjibKSaH3xUBEFkaMXXYGRTCMoR4EwtA9qLaxAhT5ohguhdKnBxo5ly4VpweDQFCsqOSA0N905pw93u56Jm5c6n9vz4fp9ORf/8/Jc/J//9bzc5wkWBokcxqQUXO0G8h0zSMEMUjCDFMwgBTNIwQxSMIMUzCAFM0jBDFIwgxTMIAUzSKHI9wYH2+6TurLhBAB76nZO+Nn+M6MAPJV8UbTq9W51Jkj+FFWL52AJUjCDFAJfK4rp591ofdHWLtp1gds/vSOzJvxOWcEwAI0lWdFOZIYAeHjzCtGq3zsEQHZ4+Ap27LAEKZhBCt7OYs2tnQDEC68V7e61LU5b1zvhdwpjbvTSj9aKtmr1FgCOvrBRtFuLlwFQvTJ5BTt2WIIUIk1QwZ11Ut8/3aWk5psW0Wred3s8KCkRLbV5rtSxTpe28s8OiPbB9jsA6Oy+RrSjz20A4LYg/O05bx+SeioHb0uQghmkEOmIna4slbq2eBoAN30djgY5dwlWOGumSL2NH0q9oOglAGZ2xUTL/HMSgN8fDFt/s6cegF+fDQ/cC/qWSl26LRzRS8USpOD9ZvXU7HCflP//OvrHn6IteucNqZOr1wHweXeVaFtWPAHAtF3fi3Z4ye2u2NUn2t/3BFKXbrv8fi1BCmaQgvcRKzueveD7sU/Cq+GHgtcBeKt1q2hfdbhrnrt6mkXLZs/fzy8/vlvq3SvLz3v/YrEEKXhPUHpuePCcoXw29rFL06Z9C0Vb3nojAMUzRkTranSp6j8TXkJs7HpE6jnYaT4yzCCFSFcUi+IVUr/avR+AHSfrRTve6MYkNzo6pe0U1tUAkPllYEq/MxGWIAUzSCHSs9j4W4hjZ90NZ8fN3aI1VSUAyAykprSdKEZrDEuQgjeD1uxtYs3epnO0wUQFg4mKSb6RH1iCFMwgBW+3GnXv/gbAgcdC7XRlxtfmLxtLkIK3/+bHKP42LvXyW/YA0P70M6LlDh722Y6KJUjBDFLwvh6U6goX4B9YehaA5iXTRas96LujC2MJUvCeoBuOhEsbIzlXXx8/5buNi8YSpGAGKXi/DhrPse3zAOhv+FS0eVtfk7oqggeiLhVLkIIZpOD9LDae+Cb3ZNnP9eGUP7moR+q+tjIAskNDfhsbhyVI4aoepMf4q6VB6h9WbZC6Zucr7nXZd957GsMSpGAGKeTFiAVF4blioD385zWZWAtAc2qxaEd+nA1A9Y7w0d6Cnv7IerMEKeRFgiZjYP18AFKLPxLty3/dw+Ud984XLZNOR9aDJUjBDFLI6xHLByxBCmaQghmkYAYp/Aey2967sDa9MgAAAABJRU5ErkJggg==\" y=\"-381.715511\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_65\">\r\n",
       "    <g id=\"xtick_65\">\r\n",
       "     <g id=\"line2d_161\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.197036\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_161\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(25.015786 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_66\">\r\n",
       "     <g id=\"line2d_162\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"79.078495\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_162\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(72.715995 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_66\">\r\n",
       "    <g id=\"ytick_97\">\r\n",
       "     <g id=\"line2d_163\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"383.753504\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_163\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(13.5625 387.552723)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_98\">\r\n",
       "     <g id=\"line2d_164\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"409.194234\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_164\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(7.2 412.993453)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_99\">\r\n",
       "     <g id=\"line2d_165\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"434.634963\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_165\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(7.2 438.434182)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_163\">\r\n",
       "    <path d=\"M 26.925 453.715511 \r\n",
       "L 26.925 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_164\">\r\n",
       "    <path d=\"M 98.159043 453.715511 \r\n",
       "L 98.159043 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_165\">\r\n",
       "    <path d=\"M 26.925 453.715511 \r\n",
       "L 98.159043 453.715511 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_166\">\r\n",
       "    <path d=\"M 26.925 382.481468 \r\n",
       "L 98.159043 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_34\">\r\n",
       "   <g id=\"patch_167\">\r\n",
       "    <path d=\"M 112.405851 453.715511 \r\n",
       "L 183.639894 453.715511 \r\n",
       "L 183.639894 382.481468 \r\n",
       "L 112.405851 382.481468 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pda2cc353f6)\">\r\n",
       "    <image height=\"72\" id=\"image7532b9d76c\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"112.405851\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-381.715511\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_67\">\r\n",
       "    <g id=\"xtick_67\">\r\n",
       "     <g id=\"line2d_166\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.677888\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_166\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(110.496638 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_68\">\r\n",
       "     <g id=\"line2d_167\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"164.559347\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_167\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(158.196847 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_68\">\r\n",
       "    <g id=\"ytick_100\">\r\n",
       "     <g id=\"line2d_168\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"383.753504\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_168\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(99.043351 387.552723)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_101\">\r\n",
       "     <g id=\"line2d_169\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"409.194234\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_169\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(92.680851 412.993453)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_102\">\r\n",
       "     <g id=\"line2d_170\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"434.634963\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_170\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(92.680851 438.434182)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_168\">\r\n",
       "    <path d=\"M 112.405851 453.715511 \r\n",
       "L 112.405851 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_169\">\r\n",
       "    <path d=\"M 183.639894 453.715511 \r\n",
       "L 183.639894 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_170\">\r\n",
       "    <path d=\"M 112.405851 453.715511 \r\n",
       "L 183.639894 453.715511 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_171\">\r\n",
       "    <path d=\"M 112.405851 382.481468 \r\n",
       "L 183.639894 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_35\">\r\n",
       "   <g id=\"patch_172\">\r\n",
       "    <path d=\"M 197.886702 453.715511 \r\n",
       "L 269.120745 453.715511 \r\n",
       "L 269.120745 382.481468 \r\n",
       "L 197.886702 382.481468 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pc8613248fd)\">\r\n",
       "    <image height=\"72\" id=\"image7d54f204c0\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"197.886702\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-381.715511\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_69\">\r\n",
       "    <g id=\"xtick_69\">\r\n",
       "     <g id=\"line2d_171\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"199.158739\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_171\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(195.977489 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_70\">\r\n",
       "     <g id=\"line2d_172\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"250.040198\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_172\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(243.677698 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_70\">\r\n",
       "    <g id=\"ytick_103\">\r\n",
       "     <g id=\"line2d_173\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"383.753504\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_173\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(184.524202 387.552723)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_104\">\r\n",
       "     <g id=\"line2d_174\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"409.194234\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_174\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(178.161702 412.993453)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_105\">\r\n",
       "     <g id=\"line2d_175\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"434.634963\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_175\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(178.161702 438.434182)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_173\">\r\n",
       "    <path d=\"M 197.886702 453.715511 \r\n",
       "L 197.886702 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_174\">\r\n",
       "    <path d=\"M 269.120745 453.715511 \r\n",
       "L 269.120745 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_175\">\r\n",
       "    <path d=\"M 197.886702 453.715511 \r\n",
       "L 269.120745 453.715511 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_176\">\r\n",
       "    <path d=\"M 197.886702 382.481468 \r\n",
       "L 269.120745 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_36\">\r\n",
       "   <g id=\"patch_177\">\r\n",
       "    <path d=\"M 283.367553 453.715511 \r\n",
       "L 354.601596 453.715511 \r\n",
       "L 354.601596 382.481468 \r\n",
       "L 283.367553 382.481468 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p6d78cff895)\">\r\n",
       "    <image height=\"72\" id=\"imagef6a4d81712\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"283.367553\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-381.715511\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_71\">\r\n",
       "    <g id=\"xtick_71\">\r\n",
       "     <g id=\"line2d_176\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"284.63959\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_176\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(281.45834 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_72\">\r\n",
       "     <g id=\"line2d_177\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"335.521049\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_177\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(329.158549 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_72\">\r\n",
       "    <g id=\"ytick_106\">\r\n",
       "     <g id=\"line2d_178\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"383.753504\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_178\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(270.005053 387.552723)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_107\">\r\n",
       "     <g id=\"line2d_179\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"409.194234\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_179\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(263.642553 412.993453)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_108\">\r\n",
       "     <g id=\"line2d_180\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"434.634963\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_180\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(263.642553 438.434182)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_178\">\r\n",
       "    <path d=\"M 283.367553 453.715511 \r\n",
       "L 283.367553 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_179\">\r\n",
       "    <path d=\"M 354.601596 453.715511 \r\n",
       "L 354.601596 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_180\">\r\n",
       "    <path d=\"M 283.367553 453.715511 \r\n",
       "L 354.601596 453.715511 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_181\">\r\n",
       "    <path d=\"M 283.367553 382.481468 \r\n",
       "L 354.601596 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_37\">\r\n",
       "   <g id=\"patch_182\">\r\n",
       "    <path d=\"M 368.848404 453.715511 \r\n",
       "L 440.082447 453.715511 \r\n",
       "L 440.082447 382.481468 \r\n",
       "L 368.848404 382.481468 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p873f603335)\">\r\n",
       "    <image height=\"72\" id=\"imagec4ff03b78b\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"368.848404\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-381.715511\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_73\">\r\n",
       "    <g id=\"xtick_73\">\r\n",
       "     <g id=\"line2d_181\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"370.120441\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_181\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(366.939191 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_74\">\r\n",
       "     <g id=\"line2d_182\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"421.0019\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_182\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(414.6394 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_74\">\r\n",
       "    <g id=\"ytick_109\">\r\n",
       "     <g id=\"line2d_183\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"383.753504\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_183\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(355.485904 387.552723)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_110\">\r\n",
       "     <g id=\"line2d_184\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"409.194234\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_184\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(349.123404 412.993453)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_111\">\r\n",
       "     <g id=\"line2d_185\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"434.634963\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_185\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(349.123404 438.434182)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_183\">\r\n",
       "    <path d=\"M 368.848404 453.715511 \r\n",
       "L 368.848404 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_184\">\r\n",
       "    <path d=\"M 440.082447 453.715511 \r\n",
       "L 440.082447 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_185\">\r\n",
       "    <path d=\"M 368.848404 453.715511 \r\n",
       "L 440.082447 453.715511 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_186\">\r\n",
       "    <path d=\"M 368.848404 382.481468 \r\n",
       "L 440.082447 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_38\">\r\n",
       "   <g id=\"patch_187\">\r\n",
       "    <path d=\"M 454.329255 453.715511 \r\n",
       "L 525.563298 453.715511 \r\n",
       "L 525.563298 382.481468 \r\n",
       "L 454.329255 382.481468 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p4be23d02df)\">\r\n",
       "    <image height=\"72\" id=\"image9034f1bf0b\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"454.329255\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-381.715511\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_75\">\r\n",
       "    <g id=\"xtick_75\">\r\n",
       "     <g id=\"line2d_186\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"455.601292\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_186\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(452.420042 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_76\">\r\n",
       "     <g id=\"line2d_187\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"506.482751\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_187\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(500.120251 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_76\">\r\n",
       "    <g id=\"ytick_112\">\r\n",
       "     <g id=\"line2d_188\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"383.753504\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_188\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(440.966755 387.552723)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_113\">\r\n",
       "     <g id=\"line2d_189\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"409.194234\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_189\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(434.604255 412.993453)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_114\">\r\n",
       "     <g id=\"line2d_190\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"434.634963\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_190\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(434.604255 438.434182)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_188\">\r\n",
       "    <path d=\"M 454.329255 453.715511 \r\n",
       "L 454.329255 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_189\">\r\n",
       "    <path d=\"M 525.563298 453.715511 \r\n",
       "L 525.563298 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_190\">\r\n",
       "    <path d=\"M 454.329255 453.715511 \r\n",
       "L 525.563298 453.715511 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_191\">\r\n",
       "    <path d=\"M 454.329255 382.481468 \r\n",
       "L 525.563298 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_39\">\r\n",
       "   <g id=\"patch_192\">\r\n",
       "    <path d=\"M 539.810106 453.715511 \r\n",
       "L 611.044149 453.715511 \r\n",
       "L 611.044149 382.481468 \r\n",
       "L 539.810106 382.481468 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pbcc0af657c)\">\r\n",
       "    <image height=\"72\" id=\"imaged55d4bd49f\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"539.810106\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-381.715511\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_77\">\r\n",
       "    <g id=\"xtick_77\">\r\n",
       "     <g id=\"line2d_191\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"541.082143\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_191\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(537.900893 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_78\">\r\n",
       "     <g id=\"line2d_192\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"591.963602\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_192\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(585.601102 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_78\">\r\n",
       "    <g id=\"ytick_115\">\r\n",
       "     <g id=\"line2d_193\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"383.753504\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_193\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(526.447606 387.552723)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_116\">\r\n",
       "     <g id=\"line2d_194\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"409.194234\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_194\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(520.085106 412.993453)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_117\">\r\n",
       "     <g id=\"line2d_195\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"434.634963\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_195\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(520.085106 438.434182)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_193\">\r\n",
       "    <path d=\"M 539.810106 453.715511 \r\n",
       "L 539.810106 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_194\">\r\n",
       "    <path d=\"M 611.044149 453.715511 \r\n",
       "L 611.044149 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_195\">\r\n",
       "    <path d=\"M 539.810106 453.715511 \r\n",
       "L 611.044149 453.715511 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_196\">\r\n",
       "    <path d=\"M 539.810106 382.481468 \r\n",
       "L 611.044149 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_40\">\r\n",
       "   <g id=\"patch_197\">\r\n",
       "    <path d=\"M 625.290957 453.715511 \r\n",
       "L 696.525 453.715511 \r\n",
       "L 696.525 382.481468 \r\n",
       "L 625.290957 382.481468 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pdedb1343fb)\">\r\n",
       "    <image height=\"72\" id=\"image0869b75a7a\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"625.290957\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-381.715511\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_79\">\r\n",
       "    <g id=\"xtick_79\">\r\n",
       "     <g id=\"line2d_196\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"626.562994\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_196\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(623.381744 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_80\">\r\n",
       "     <g id=\"line2d_197\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"677.444453\" xlink:href=\"#mbc28282877\" y=\"453.715511\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_197\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(671.081953 468.313948)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_80\">\r\n",
       "    <g id=\"ytick_118\">\r\n",
       "     <g id=\"line2d_198\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"383.753504\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_198\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(611.928457 387.552723)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_119\">\r\n",
       "     <g id=\"line2d_199\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"409.194234\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_199\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(605.565957 412.993453)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_120\">\r\n",
       "     <g id=\"line2d_200\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"434.634963\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_200\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(605.565957 438.434182)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_198\">\r\n",
       "    <path d=\"M 625.290957 453.715511 \r\n",
       "L 625.290957 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_199\">\r\n",
       "    <path d=\"M 696.525 453.715511 \r\n",
       "L 696.525 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_200\">\r\n",
       "    <path d=\"M 625.290957 453.715511 \r\n",
       "L 696.525 453.715511 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_201\">\r\n",
       "    <path d=\"M 625.290957 382.481468 \r\n",
       "L 696.525 382.481468 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_41\">\r\n",
       "   <g id=\"patch_202\">\r\n",
       "    <path d=\"M 26.925 546.904082 \r\n",
       "L 98.159043 546.904082 \r\n",
       "L 98.159043 475.670039 \r\n",
       "L 26.925 475.670039 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pa2ca95cd86)\">\r\n",
       "    <image height=\"72\" id=\"image1eff5804fa\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"26.925\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-474.904082\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_81\">\r\n",
       "    <g id=\"xtick_81\">\r\n",
       "     <g id=\"line2d_201\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.197036\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_201\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(25.015786 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_82\">\r\n",
       "     <g id=\"line2d_202\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"79.078495\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_202\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(72.715995 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_82\">\r\n",
       "    <g id=\"ytick_121\">\r\n",
       "     <g id=\"line2d_203\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"476.942076\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_203\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(13.5625 480.741295)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_122\">\r\n",
       "     <g id=\"line2d_204\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"502.382805\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_204\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(7.2 506.182024)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_123\">\r\n",
       "     <g id=\"line2d_205\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me7cce67158\" y=\"527.823535\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_205\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(7.2 531.622754)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_203\">\r\n",
       "    <path d=\"M 26.925 546.904082 \r\n",
       "L 26.925 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_204\">\r\n",
       "    <path d=\"M 98.159043 546.904082 \r\n",
       "L 98.159043 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_205\">\r\n",
       "    <path d=\"M 26.925 546.904082 \r\n",
       "L 98.159043 546.904082 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_206\">\r\n",
       "    <path d=\"M 26.925 475.670039 \r\n",
       "L 98.159043 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_42\">\r\n",
       "   <g id=\"patch_207\">\r\n",
       "    <path d=\"M 112.405851 546.904082 \r\n",
       "L 183.639894 546.904082 \r\n",
       "L 183.639894 475.670039 \r\n",
       "L 112.405851 475.670039 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p3cb53d4cc5)\">\r\n",
       "    <image height=\"72\" id=\"imagecc0889f391\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"112.405851\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-474.904082\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_83\">\r\n",
       "    <g id=\"xtick_83\">\r\n",
       "     <g id=\"line2d_206\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.677888\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_206\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(110.496638 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_84\">\r\n",
       "     <g id=\"line2d_207\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"164.559347\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_207\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(158.196847 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_84\">\r\n",
       "    <g id=\"ytick_124\">\r\n",
       "     <g id=\"line2d_208\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"476.942076\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_208\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(99.043351 480.741295)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_125\">\r\n",
       "     <g id=\"line2d_209\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"502.382805\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_209\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(92.680851 506.182024)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_126\">\r\n",
       "     <g id=\"line2d_210\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.405851\" xlink:href=\"#me7cce67158\" y=\"527.823535\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_210\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(92.680851 531.622754)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_208\">\r\n",
       "    <path d=\"M 112.405851 546.904082 \r\n",
       "L 112.405851 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_209\">\r\n",
       "    <path d=\"M 183.639894 546.904082 \r\n",
       "L 183.639894 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_210\">\r\n",
       "    <path d=\"M 112.405851 546.904082 \r\n",
       "L 183.639894 546.904082 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_211\">\r\n",
       "    <path d=\"M 112.405851 475.670039 \r\n",
       "L 183.639894 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_43\">\r\n",
       "   <g id=\"patch_212\">\r\n",
       "    <path d=\"M 197.886702 546.904082 \r\n",
       "L 269.120745 546.904082 \r\n",
       "L 269.120745 475.670039 \r\n",
       "L 197.886702 475.670039 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pbd4e268ec2)\">\r\n",
       "    <image height=\"72\" id=\"imagea3bc601df1\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"197.886702\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-474.904082\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_85\">\r\n",
       "    <g id=\"xtick_85\">\r\n",
       "     <g id=\"line2d_211\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"199.158739\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_211\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(195.977489 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_86\">\r\n",
       "     <g id=\"line2d_212\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"250.040198\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_212\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(243.677698 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_86\">\r\n",
       "    <g id=\"ytick_127\">\r\n",
       "     <g id=\"line2d_213\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"476.942076\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_213\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(184.524202 480.741295)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_128\">\r\n",
       "     <g id=\"line2d_214\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"502.382805\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_214\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(178.161702 506.182024)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_129\">\r\n",
       "     <g id=\"line2d_215\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.886702\" xlink:href=\"#me7cce67158\" y=\"527.823535\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_215\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(178.161702 531.622754)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_213\">\r\n",
       "    <path d=\"M 197.886702 546.904082 \r\n",
       "L 197.886702 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_214\">\r\n",
       "    <path d=\"M 269.120745 546.904082 \r\n",
       "L 269.120745 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_215\">\r\n",
       "    <path d=\"M 197.886702 546.904082 \r\n",
       "L 269.120745 546.904082 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_216\">\r\n",
       "    <path d=\"M 197.886702 475.670039 \r\n",
       "L 269.120745 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_44\">\r\n",
       "   <g id=\"patch_217\">\r\n",
       "    <path d=\"M 283.367553 546.904082 \r\n",
       "L 354.601596 546.904082 \r\n",
       "L 354.601596 475.670039 \r\n",
       "L 283.367553 475.670039 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p23f018775a)\">\r\n",
       "    <image height=\"72\" id=\"imagecc53367696\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"283.367553\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-474.904082\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_87\">\r\n",
       "    <g id=\"xtick_87\">\r\n",
       "     <g id=\"line2d_216\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"284.63959\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_216\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(281.45834 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_88\">\r\n",
       "     <g id=\"line2d_217\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"335.521049\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_217\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(329.158549 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_88\">\r\n",
       "    <g id=\"ytick_130\">\r\n",
       "     <g id=\"line2d_218\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"476.942076\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_218\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(270.005053 480.741295)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_131\">\r\n",
       "     <g id=\"line2d_219\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"502.382805\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_219\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(263.642553 506.182024)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_132\">\r\n",
       "     <g id=\"line2d_220\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.367553\" xlink:href=\"#me7cce67158\" y=\"527.823535\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_220\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(263.642553 531.622754)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_218\">\r\n",
       "    <path d=\"M 283.367553 546.904082 \r\n",
       "L 283.367553 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_219\">\r\n",
       "    <path d=\"M 354.601596 546.904082 \r\n",
       "L 354.601596 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_220\">\r\n",
       "    <path d=\"M 283.367553 546.904082 \r\n",
       "L 354.601596 546.904082 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_221\">\r\n",
       "    <path d=\"M 283.367553 475.670039 \r\n",
       "L 354.601596 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_45\">\r\n",
       "   <g id=\"patch_222\">\r\n",
       "    <path d=\"M 368.848404 546.904082 \r\n",
       "L 440.082447 546.904082 \r\n",
       "L 440.082447 475.670039 \r\n",
       "L 368.848404 475.670039 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pbec16b59c2)\">\r\n",
       "    <image height=\"72\" id=\"imagee447ac69a1\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"368.848404\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-474.904082\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_89\">\r\n",
       "    <g id=\"xtick_89\">\r\n",
       "     <g id=\"line2d_221\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"370.120441\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_221\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(366.939191 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_90\">\r\n",
       "     <g id=\"line2d_222\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"421.0019\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_222\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(414.6394 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_90\">\r\n",
       "    <g id=\"ytick_133\">\r\n",
       "     <g id=\"line2d_223\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"476.942076\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_223\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(355.485904 480.741295)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_134\">\r\n",
       "     <g id=\"line2d_224\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"502.382805\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_224\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(349.123404 506.182024)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_135\">\r\n",
       "     <g id=\"line2d_225\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.848404\" xlink:href=\"#me7cce67158\" y=\"527.823535\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_225\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(349.123404 531.622754)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_223\">\r\n",
       "    <path d=\"M 368.848404 546.904082 \r\n",
       "L 368.848404 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_224\">\r\n",
       "    <path d=\"M 440.082447 546.904082 \r\n",
       "L 440.082447 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_225\">\r\n",
       "    <path d=\"M 368.848404 546.904082 \r\n",
       "L 440.082447 546.904082 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_226\">\r\n",
       "    <path d=\"M 368.848404 475.670039 \r\n",
       "L 440.082447 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_46\">\r\n",
       "   <g id=\"patch_227\">\r\n",
       "    <path d=\"M 454.329255 546.904082 \r\n",
       "L 525.563298 546.904082 \r\n",
       "L 525.563298 475.670039 \r\n",
       "L 454.329255 475.670039 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pb40ff6fe06)\">\r\n",
       "    <image height=\"72\" id=\"image6e1399152f\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"454.329255\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-474.904082\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_91\">\r\n",
       "    <g id=\"xtick_91\">\r\n",
       "     <g id=\"line2d_226\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"455.601292\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_226\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(452.420042 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_92\">\r\n",
       "     <g id=\"line2d_227\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"506.482751\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_227\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(500.120251 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_92\">\r\n",
       "    <g id=\"ytick_136\">\r\n",
       "     <g id=\"line2d_228\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"476.942076\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_228\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(440.966755 480.741295)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_137\">\r\n",
       "     <g id=\"line2d_229\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"502.382805\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_229\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(434.604255 506.182024)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_138\">\r\n",
       "     <g id=\"line2d_230\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me7cce67158\" y=\"527.823535\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_230\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(434.604255 531.622754)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_228\">\r\n",
       "    <path d=\"M 454.329255 546.904082 \r\n",
       "L 454.329255 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_229\">\r\n",
       "    <path d=\"M 525.563298 546.904082 \r\n",
       "L 525.563298 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_230\">\r\n",
       "    <path d=\"M 454.329255 546.904082 \r\n",
       "L 525.563298 546.904082 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_231\">\r\n",
       "    <path d=\"M 454.329255 475.670039 \r\n",
       "L 525.563298 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_47\">\r\n",
       "   <g id=\"patch_232\">\r\n",
       "    <path d=\"M 539.810106 546.904082 \r\n",
       "L 611.044149 546.904082 \r\n",
       "L 611.044149 475.670039 \r\n",
       "L 539.810106 475.670039 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p11760d6dba)\">\r\n",
       "    <image height=\"72\" id=\"image1bc973bf59\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"539.810106\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-474.904082\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_93\">\r\n",
       "    <g id=\"xtick_93\">\r\n",
       "     <g id=\"line2d_231\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"541.082143\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_231\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(537.900893 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_94\">\r\n",
       "     <g id=\"line2d_232\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"591.963602\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_232\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(585.601102 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_94\">\r\n",
       "    <g id=\"ytick_139\">\r\n",
       "     <g id=\"line2d_233\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"476.942076\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_233\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(526.447606 480.741295)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_140\">\r\n",
       "     <g id=\"line2d_234\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"502.382805\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_234\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(520.085106 506.182024)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_141\">\r\n",
       "     <g id=\"line2d_235\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"539.810106\" xlink:href=\"#me7cce67158\" y=\"527.823535\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_235\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(520.085106 531.622754)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_233\">\r\n",
       "    <path d=\"M 539.810106 546.904082 \r\n",
       "L 539.810106 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_234\">\r\n",
       "    <path d=\"M 611.044149 546.904082 \r\n",
       "L 611.044149 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_235\">\r\n",
       "    <path d=\"M 539.810106 546.904082 \r\n",
       "L 611.044149 546.904082 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_236\">\r\n",
       "    <path d=\"M 539.810106 475.670039 \r\n",
       "L 611.044149 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_48\">\r\n",
       "   <g id=\"patch_237\">\r\n",
       "    <path d=\"M 625.290957 546.904082 \r\n",
       "L 696.525 546.904082 \r\n",
       "L 696.525 475.670039 \r\n",
       "L 625.290957 475.670039 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p251ffcaee0)\">\r\n",
       "    <image height=\"72\" id=\"imageeeee421d57\" transform=\"scale(1 -1)translate(0 -72)\" width=\"72\" x=\"625.290957\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-474.904082\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_95\">\r\n",
       "    <g id=\"xtick_95\">\r\n",
       "     <g id=\"line2d_236\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"626.562994\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_236\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(623.381744 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_96\">\r\n",
       "     <g id=\"line2d_237\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"677.444453\" xlink:href=\"#mbc28282877\" y=\"546.904082\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_237\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(671.081953 561.502519)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_96\">\r\n",
       "    <g id=\"ytick_142\">\r\n",
       "     <g id=\"line2d_238\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"476.942076\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_238\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <g transform=\"translate(611.928457 480.741295)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_143\">\r\n",
       "     <g id=\"line2d_239\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"502.382805\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_239\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <g transform=\"translate(605.565957 506.182024)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_144\">\r\n",
       "     <g id=\"line2d_240\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"625.290957\" xlink:href=\"#me7cce67158\" y=\"527.823535\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_240\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <g transform=\"translate(605.565957 531.622754)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_238\">\r\n",
       "    <path d=\"M 625.290957 546.904082 \r\n",
       "L 625.290957 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_239\">\r\n",
       "    <path d=\"M 696.525 546.904082 \r\n",
       "L 696.525 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_240\">\r\n",
       "    <path d=\"M 625.290957 546.904082 \r\n",
       "L 696.525 546.904082 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_241\">\r\n",
       "    <path d=\"M 625.290957 475.670039 \r\n",
       "L 696.525 475.670039 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pd8aa88affa\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"26.925\" y=\"9.727182\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p7cfe820900\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"112.405851\" y=\"9.727182\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pb9a81184be\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"197.886702\" y=\"9.727182\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p1ea504b92d\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"283.367553\" y=\"9.727182\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p352a2eb268\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"368.848404\" y=\"9.727182\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p0eb70664c8\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"454.329255\" y=\"9.727182\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pcf206a7c7d\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"539.810106\" y=\"9.727182\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p8634525213\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"625.290957\" y=\"9.727182\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pfbbefc6197\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"26.925\" y=\"102.915754\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p567e69b774\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"112.405851\" y=\"102.915754\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pf854246301\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"197.886702\" y=\"102.915754\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p2edd688256\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"283.367553\" y=\"102.915754\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pb03b86d262\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"368.848404\" y=\"102.915754\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p989ce33462\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"454.329255\" y=\"102.915754\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p71a7e88b37\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"539.810106\" y=\"102.915754\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p6169b7b1ac\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"625.290957\" y=\"102.915754\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pf63ab0fd2a\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"26.925\" y=\"196.104325\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pf3568c0b50\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"112.405851\" y=\"196.104325\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"ped0f172cca\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"197.886702\" y=\"196.104325\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pdf143aee77\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"283.367553\" y=\"196.104325\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p7265d28725\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"368.848404\" y=\"196.104325\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p58efd62c20\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"454.329255\" y=\"196.104325\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p891f83a121\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"539.810106\" y=\"196.104325\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pdc475b9dc0\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"625.290957\" y=\"196.104325\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pcd5c174749\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"26.925\" y=\"289.292897\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pdd46a1d63c\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"112.405851\" y=\"289.292897\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pdc02c25d09\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"197.886702\" y=\"289.292897\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p5b0e22775f\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"283.367553\" y=\"289.292897\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p2a7e62381b\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"368.848404\" y=\"289.292897\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pba8081fff2\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"454.329255\" y=\"289.292897\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pddb84a57fe\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"539.810106\" y=\"289.292897\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p201120bbea\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"625.290957\" y=\"289.292897\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p45f5ff6f9e\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"26.925\" y=\"382.481468\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pda2cc353f6\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"112.405851\" y=\"382.481468\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pc8613248fd\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"197.886702\" y=\"382.481468\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p6d78cff895\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"283.367553\" y=\"382.481468\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p873f603335\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"368.848404\" y=\"382.481468\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p4be23d02df\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"454.329255\" y=\"382.481468\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pbcc0af657c\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"539.810106\" y=\"382.481468\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pdedb1343fb\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"625.290957\" y=\"382.481468\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pa2ca95cd86\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"26.925\" y=\"475.670039\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p3cb53d4cc5\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"112.405851\" y=\"475.670039\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pbd4e268ec2\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"197.886702\" y=\"475.670039\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p23f018775a\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"283.367553\" y=\"475.670039\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pbec16b59c2\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"368.848404\" y=\"475.670039\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pb40ff6fe06\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"454.329255\" y=\"475.670039\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p11760d6dba\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"539.810106\" y=\"475.670039\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p251ffcaee0\">\r\n",
       "   <rect height=\"71.234043\" width=\"71.234043\" x=\"625.290957\" y=\"475.670039\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 864x720 with 48 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.figure(figsize=(12,10))\n",
    "x, y = 8, 6\n",
    "\n",
    "for i in range(x*y):  \n",
    "    plt.subplot(y, x, i+1)\n",
    "    plt.imshow(x_train[i],interpolation='nearest')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import keras\n",
    "x_train = x_train.reshape(60000, 784)\n",
    "x_test = x_test.reshape(10000, 784)\n",
    "# 将数据变成float类型，这样能够被255除\n",
    "x_train = x_train.astype('float32')\n",
    "x_test = x_test.astype('float32')\n",
    "x_train /= 255\n",
    "x_test /= 255\n",
    "\n",
    "# one hot 编码，将类向量（整数）转换为二进制类矩阵。\n",
    "y_train = keras.utils.to_categorical(y_train, 10)\n",
    "y_test = keras.utils.to_categorical(y_test, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import Sequential"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_1 (Dense)              (None, 512)               401920    \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 512)               262656    \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 10)                5130      \n",
      "=================================================================\n",
      "Total params: 669,706\n",
      "Trainable params: 669,706\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "from keras.layers import Dense, Dropout\n",
    "# 创建一个网络模型\n",
    "model = Sequential()\n",
    "# 创建输入层 512代表的是输出维度为512，也就是第二层神经元有512个，输入维度为(784,)，激活函数为Relu\n",
    "model.add(Dense(512, activation='relu', input_shape=(784,)))\n",
    "model.add(Dropout(0.2))\n",
    "\n",
    "# 创建layer2，然后向下层输出的空间维度为512\n",
    "model.add(Dense(512, activation='relu'))\n",
    "model.add(Dropout(0.2))\n",
    "\n",
    "# 输出层,因为只有10个数字，所以输出空间维度为10，激活函数为softmax。\n",
    "model.add(Dense(10, activation='softmax'))\n",
    "\n",
    "# 网络模型的介绍\n",
    "print(model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.optimizers import RMSprop\n",
    "\n",
    "model.compile(loss='categorical_crossentropy',\n",
    "              optimizer=RMSprop(),\n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 60000 samples, validate on 10000 samples\n",
      "Epoch 1/32\n",
      "60000/60000 [==============================] - 3s 51us/step - loss: 0.2465 - accuracy: 0.9237 - val_loss: 0.1065 - val_accuracy: 0.9678\n",
      "Epoch 2/32\n",
      "60000/60000 [==============================] - 3s 44us/step - loss: 0.1030 - accuracy: 0.9691 - val_loss: 0.0994 - val_accuracy: 0.9723\n",
      "Epoch 3/32\n",
      "60000/60000 [==============================] - 3s 43us/step - loss: 0.0761 - accuracy: 0.9765 - val_loss: 0.1093 - val_accuracy: 0.9677\n",
      "Epoch 4/32\n",
      "60000/60000 [==============================] - 2s 41us/step - loss: 0.0605 - accuracy: 0.9818 - val_loss: 0.0881 - val_accuracy: 0.9766\n",
      "Epoch 5/32\n",
      "60000/60000 [==============================] - 3s 42us/step - loss: 0.0504 - accuracy: 0.9843 - val_loss: 0.0790 - val_accuracy: 0.9803\n",
      "Epoch 6/32\n",
      "60000/60000 [==============================] - 3s 44us/step - loss: 0.0440 - accuracy: 0.9874 - val_loss: 0.0849 - val_accuracy: 0.9792\n",
      "Epoch 7/32\n",
      "60000/60000 [==============================] - 3s 45us/step - loss: 0.0391 - accuracy: 0.9882 - val_loss: 0.0832 - val_accuracy: 0.9816\n",
      "Epoch 8/32\n",
      "60000/60000 [==============================] - 3s 49us/step - loss: 0.0349 - accuracy: 0.9894 - val_loss: 0.1030 - val_accuracy: 0.9798\n",
      "Epoch 9/32\n",
      "60000/60000 [==============================] - 3s 43us/step - loss: 0.0304 - accuracy: 0.9910 - val_loss: 0.0958 - val_accuracy: 0.9809\n",
      "Epoch 10/32\n",
      "60000/60000 [==============================] - 3s 42us/step - loss: 0.0300 - accuracy: 0.9914 - val_loss: 0.0877 - val_accuracy: 0.9814\n",
      "Epoch 11/32\n",
      "60000/60000 [==============================] - 3s 48us/step - loss: 0.0267 - accuracy: 0.9919 - val_loss: 0.0991 - val_accuracy: 0.9838\n",
      "Epoch 12/32\n",
      "60000/60000 [==============================] - 3s 42us/step - loss: 0.0242 - accuracy: 0.9930 - val_loss: 0.1001 - val_accuracy: 0.9825\n",
      "Epoch 13/32\n",
      "60000/60000 [==============================] - 3s 43us/step - loss: 0.0225 - accuracy: 0.9936 - val_loss: 0.1102 - val_accuracy: 0.9827\n",
      "Epoch 14/32\n",
      "60000/60000 [==============================] - 3s 42us/step - loss: 0.0235 - accuracy: 0.9936 - val_loss: 0.1140 - val_accuracy: 0.9811\n",
      "Epoch 15/32\n",
      "60000/60000 [==============================] - 3s 47us/step - loss: 0.0195 - accuracy: 0.9942 - val_loss: 0.1209 - val_accuracy: 0.9829\n",
      "Epoch 16/32\n",
      "60000/60000 [==============================] - 3s 45us/step - loss: 0.0205 - accuracy: 0.9944 - val_loss: 0.1143 - val_accuracy: 0.9822\n",
      "Epoch 17/32\n",
      "60000/60000 [==============================] - 3s 45us/step - loss: 0.0192 - accuracy: 0.9944 - val_loss: 0.1227 - val_accuracy: 0.9824\n",
      "Epoch 18/32\n",
      "60000/60000 [==============================] - 3s 42us/step - loss: 0.0175 - accuracy: 0.9949 - val_loss: 0.1210 - val_accuracy: 0.9841\n",
      "Epoch 19/32\n",
      "60000/60000 [==============================] - 3s 42us/step - loss: 0.0182 - accuracy: 0.9952 - val_loss: 0.1270 - val_accuracy: 0.9831\n",
      "Epoch 20/32\n",
      "60000/60000 [==============================] - 2s 41us/step - loss: 0.0146 - accuracy: 0.9961 - val_loss: 0.1489 - val_accuracy: 0.9824\n",
      "Epoch 21/32\n",
      "60000/60000 [==============================] - 3s 43us/step - loss: 0.0163 - accuracy: 0.9955 - val_loss: 0.1414 - val_accuracy: 0.9826\n",
      "Epoch 22/32\n",
      "60000/60000 [==============================] - 3s 44us/step - loss: 0.0155 - accuracy: 0.9956 - val_loss: 0.1390 - val_accuracy: 0.9832\n",
      "Epoch 23/32\n",
      "60000/60000 [==============================] - 3s 42us/step - loss: 0.0155 - accuracy: 0.9961 - val_loss: 0.1470 - val_accuracy: 0.9848\n",
      "Epoch 24/32\n",
      "60000/60000 [==============================] - 2s 41us/step - loss: 0.0145 - accuracy: 0.9961 - val_loss: 0.1427 - val_accuracy: 0.9835\n",
      "Epoch 25/32\n",
      "60000/60000 [==============================] - 2s 41us/step - loss: 0.0152 - accuracy: 0.9964 - val_loss: 0.1315 - val_accuracy: 0.9844\n",
      "Epoch 26/32\n",
      "60000/60000 [==============================] - 3s 42us/step - loss: 0.0129 - accuracy: 0.9968 - val_loss: 0.1641 - val_accuracy: 0.9834\n",
      "Epoch 27/32\n",
      "60000/60000 [==============================] - 2s 41us/step - loss: 0.0134 - accuracy: 0.9969 - val_loss: 0.1769 - val_accuracy: 0.9808\n",
      "Epoch 28/32\n",
      "60000/60000 [==============================] - 2s 41us/step - loss: 0.0147 - accuracy: 0.9965 - val_loss: 0.1503 - val_accuracy: 0.9841\n",
      "Epoch 29/32\n",
      "60000/60000 [==============================] - 2s 41us/step - loss: 0.0137 - accuracy: 0.9963 - val_loss: 0.1610 - val_accuracy: 0.9830\n",
      "Epoch 30/32\n",
      "60000/60000 [==============================] - 3s 42us/step - loss: 0.0135 - accuracy: 0.9967 - val_loss: 0.1566 - val_accuracy: 0.9843\n",
      "Epoch 31/32\n",
      "60000/60000 [==============================] - 3s 42us/step - loss: 0.0144 - accuracy: 0.9965 - val_loss: 0.1603 - val_accuracy: 0.9828\n",
      "Epoch 32/32\n",
      "60000/60000 [==============================] - 3s 42us/step - loss: 0.0134 - accuracy: 0.9971 - val_loss: 0.1598 - val_accuracy: 0.9840\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(x_train, y_train,\n",
    "                    batch_size=128,\n",
    "                    epochs=32,\n",
    "                    verbose=1,\n",
    "                    validation_data=(x_test, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test loss: 0.1598228605695008\n",
      "Test accuracy: 0.984000027179718\n"
     ]
    }
   ],
   "source": [
    "score = model.evaluate(x_test, y_test, verbose=0)\n",
    "print('Test loss:', score[0])\n",
    "print('Test accuracy:', score[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"277.314375pt\" version=\"1.1\" viewBox=\"0 0 392.14375 277.314375\" width=\"392.14375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 277.314375 \r\n",
       "L 392.14375 277.314375 \r\n",
       "L 392.14375 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 50.14375 239.758125 \r\n",
       "L 384.94375 239.758125 \r\n",
       "L 384.94375 22.318125 \r\n",
       "L 50.14375 22.318125 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m35161b7b83\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"65.361932\" xlink:href=\"#m35161b7b83\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(62.180682 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.452841\" xlink:href=\"#m35161b7b83\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 5 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.796875 72.90625 \r\n",
       "L 49.515625 72.90625 \r\n",
       "L 49.515625 64.59375 \r\n",
       "L 19.828125 64.59375 \r\n",
       "L 19.828125 46.734375 \r\n",
       "Q 21.96875 47.46875 24.109375 47.828125 \r\n",
       "Q 26.265625 48.1875 28.421875 48.1875 \r\n",
       "Q 40.625 48.1875 47.75 41.5 \r\n",
       "Q 54.890625 34.8125 54.890625 23.390625 \r\n",
       "Q 54.890625 11.625 47.5625 5.09375 \r\n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
       "Q 12.796875 0.140625 7.71875 1.703125 \r\n",
       "L 7.71875 11.625 \r\n",
       "Q 12.109375 9.234375 16.796875 8.0625 \r\n",
       "Q 21.484375 6.890625 26.703125 6.890625 \r\n",
       "Q 35.15625 6.890625 40.078125 11.328125 \r\n",
       "Q 45.015625 15.765625 45.015625 23.390625 \r\n",
       "Q 45.015625 31 40.078125 35.4375 \r\n",
       "Q 35.15625 39.890625 26.703125 39.890625 \r\n",
       "Q 22.75 39.890625 18.8125 39.015625 \r\n",
       "Q 14.890625 38.140625 10.796875 36.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-53\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(111.271591 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"163.54375\" xlink:href=\"#m35161b7b83\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(157.18125 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"212.634659\" xlink:href=\"#m35161b7b83\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 15 -->\r\n",
       "      <g transform=\"translate(206.272159 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"261.725568\" xlink:href=\"#m35161b7b83\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(255.363068 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"310.816477\" xlink:href=\"#m35161b7b83\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 25 -->\r\n",
       "      <g transform=\"translate(304.453977 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"359.907386\" xlink:href=\"#m35161b7b83\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 30 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 40.578125 39.3125 \r\n",
       "Q 47.65625 37.796875 51.625 33 \r\n",
       "Q 55.609375 28.21875 55.609375 21.1875 \r\n",
       "Q 55.609375 10.40625 48.1875 4.484375 \r\n",
       "Q 40.765625 -1.421875 27.09375 -1.421875 \r\n",
       "Q 22.515625 -1.421875 17.65625 -0.515625 \r\n",
       "Q 12.796875 0.390625 7.625 2.203125 \r\n",
       "L 7.625 11.71875 \r\n",
       "Q 11.71875 9.328125 16.59375 8.109375 \r\n",
       "Q 21.484375 6.890625 26.8125 6.890625 \r\n",
       "Q 36.078125 6.890625 40.9375 10.546875 \r\n",
       "Q 45.796875 14.203125 45.796875 21.1875 \r\n",
       "Q 45.796875 27.640625 41.28125 31.265625 \r\n",
       "Q 36.765625 34.90625 28.71875 34.90625 \r\n",
       "L 20.21875 34.90625 \r\n",
       "L 20.21875 43.015625 \r\n",
       "L 29.109375 43.015625 \r\n",
       "Q 36.375 43.015625 40.234375 45.921875 \r\n",
       "Q 44.09375 48.828125 44.09375 54.296875 \r\n",
       "Q 44.09375 59.90625 40.109375 62.90625 \r\n",
       "Q 36.140625 65.921875 28.71875 65.921875 \r\n",
       "Q 24.65625 65.921875 20.015625 65.03125 \r\n",
       "Q 15.375 64.15625 9.8125 62.3125 \r\n",
       "L 9.8125 71.09375 \r\n",
       "Q 15.4375 72.65625 20.34375 73.4375 \r\n",
       "Q 25.25 74.21875 29.59375 74.21875 \r\n",
       "Q 40.828125 74.21875 47.359375 69.109375 \r\n",
       "Q 53.90625 64.015625 53.90625 55.328125 \r\n",
       "Q 53.90625 49.265625 50.4375 45.09375 \r\n",
       "Q 46.96875 40.921875 40.578125 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-51\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(353.544886 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_8\">\r\n",
       "     <!-- Epoch -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 9.8125 72.90625 \r\n",
       "L 55.90625 72.90625 \r\n",
       "L 55.90625 64.59375 \r\n",
       "L 19.671875 64.59375 \r\n",
       "L 19.671875 43.015625 \r\n",
       "L 54.390625 43.015625 \r\n",
       "L 54.390625 34.71875 \r\n",
       "L 19.671875 34.71875 \r\n",
       "L 19.671875 8.296875 \r\n",
       "L 56.78125 8.296875 \r\n",
       "L 56.78125 0 \r\n",
       "L 9.8125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-69\"/>\r\n",
       "      <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "      <path d=\"M 30.609375 48.390625 \r\n",
       "Q 23.390625 48.390625 19.1875 42.75 \r\n",
       "Q 14.984375 37.109375 14.984375 27.296875 \r\n",
       "Q 14.984375 17.484375 19.15625 11.84375 \r\n",
       "Q 23.34375 6.203125 30.609375 6.203125 \r\n",
       "Q 37.796875 6.203125 41.984375 11.859375 \r\n",
       "Q 46.1875 17.53125 46.1875 27.296875 \r\n",
       "Q 46.1875 37.015625 41.984375 42.703125 \r\n",
       "Q 37.796875 48.390625 30.609375 48.390625 \r\n",
       "z\r\n",
       "M 30.609375 56 \r\n",
       "Q 42.328125 56 49.015625 48.375 \r\n",
       "Q 55.71875 40.765625 55.71875 27.296875 \r\n",
       "Q 55.71875 13.875 49.015625 6.21875 \r\n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "      <path d=\"M 48.78125 52.59375 \r\n",
       "L 48.78125 44.1875 \r\n",
       "Q 44.96875 46.296875 41.140625 47.34375 \r\n",
       "Q 37.3125 48.390625 33.40625 48.390625 \r\n",
       "Q 24.65625 48.390625 19.8125 42.84375 \r\n",
       "Q 14.984375 37.3125 14.984375 27.296875 \r\n",
       "Q 14.984375 17.28125 19.8125 11.734375 \r\n",
       "Q 24.65625 6.203125 33.40625 6.203125 \r\n",
       "Q 37.3125 6.203125 41.140625 7.25 \r\n",
       "Q 44.96875 8.296875 48.78125 10.40625 \r\n",
       "L 48.78125 2.09375 \r\n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \r\n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \r\n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \r\n",
       "Q 5.515625 14.109375 5.515625 27.296875 \r\n",
       "Q 5.515625 40.671875 12.859375 48.328125 \r\n",
       "Q 20.21875 56 33.015625 56 \r\n",
       "Q 37.15625 56 41.109375 55.140625 \r\n",
       "Q 45.0625 54.296875 48.78125 52.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-99\"/>\r\n",
       "      <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 75.984375 \r\n",
       "L 18.109375 75.984375 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-104\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(202.232813 268.034687)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-69\"/>\r\n",
       "      <use x=\"63.183594\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "      <use x=\"126.660156\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"187.841797\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"242.822266\" xlink:href=\"#DejaVuSans-104\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"m3da4ea65ae\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m3da4ea65ae\" y=\"213.038815\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- 0.93 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.6875 12.40625 \r\n",
       "L 21 12.40625 \r\n",
       "L 21 0 \r\n",
       "L 10.6875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-46\"/>\r\n",
       "       <path d=\"M 10.984375 1.515625 \r\n",
       "L 10.984375 10.5 \r\n",
       "Q 14.703125 8.734375 18.5 7.8125 \r\n",
       "Q 22.3125 6.890625 25.984375 6.890625 \r\n",
       "Q 35.75 6.890625 40.890625 13.453125 \r\n",
       "Q 46.046875 20.015625 46.78125 33.40625 \r\n",
       "Q 43.953125 29.203125 39.59375 26.953125 \r\n",
       "Q 35.25 24.703125 29.984375 24.703125 \r\n",
       "Q 19.046875 24.703125 12.671875 31.3125 \r\n",
       "Q 6.296875 37.9375 6.296875 49.421875 \r\n",
       "Q 6.296875 60.640625 12.9375 67.421875 \r\n",
       "Q 19.578125 74.21875 30.609375 74.21875 \r\n",
       "Q 43.265625 74.21875 49.921875 64.515625 \r\n",
       "Q 56.59375 54.828125 56.59375 36.375 \r\n",
       "Q 56.59375 19.140625 48.40625 8.859375 \r\n",
       "Q 40.234375 -1.421875 26.421875 -1.421875 \r\n",
       "Q 22.703125 -1.421875 18.890625 -0.6875 \r\n",
       "Q 15.09375 0.046875 10.984375 1.515625 \r\n",
       "z\r\n",
       "M 30.609375 32.421875 \r\n",
       "Q 37.25 32.421875 41.125 36.953125 \r\n",
       "Q 45.015625 41.5 45.015625 49.421875 \r\n",
       "Q 45.015625 57.28125 41.125 61.84375 \r\n",
       "Q 37.25 66.40625 30.609375 66.40625 \r\n",
       "Q 23.96875 66.40625 20.09375 61.84375 \r\n",
       "Q 16.21875 57.28125 16.21875 49.421875 \r\n",
       "Q 16.21875 41.5 20.09375 36.953125 \r\n",
       "Q 23.96875 32.421875 30.609375 32.421875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-57\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 216.838033)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m3da4ea65ae\" y=\"186.101808\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- 0.94 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 189.901027)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m3da4ea65ae\" y=\"159.164802\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- 0.95 -->\r\n",
       "      <g transform=\"translate(20.878125 162.96402)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m3da4ea65ae\" y=\"132.227795\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 0.96 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 33.015625 40.375 \r\n",
       "Q 26.375 40.375 22.484375 35.828125 \r\n",
       "Q 18.609375 31.296875 18.609375 23.390625 \r\n",
       "Q 18.609375 15.53125 22.484375 10.953125 \r\n",
       "Q 26.375 6.390625 33.015625 6.390625 \r\n",
       "Q 39.65625 6.390625 43.53125 10.953125 \r\n",
       "Q 47.40625 15.53125 47.40625 23.390625 \r\n",
       "Q 47.40625 31.296875 43.53125 35.828125 \r\n",
       "Q 39.65625 40.375 33.015625 40.375 \r\n",
       "z\r\n",
       "M 52.59375 71.296875 \r\n",
       "L 52.59375 62.3125 \r\n",
       "Q 48.875 64.0625 45.09375 64.984375 \r\n",
       "Q 41.3125 65.921875 37.59375 65.921875 \r\n",
       "Q 27.828125 65.921875 22.671875 59.328125 \r\n",
       "Q 17.53125 52.734375 16.796875 39.40625 \r\n",
       "Q 19.671875 43.65625 24.015625 45.921875 \r\n",
       "Q 28.375 48.1875 33.59375 48.1875 \r\n",
       "Q 44.578125 48.1875 50.953125 41.515625 \r\n",
       "Q 57.328125 34.859375 57.328125 23.390625 \r\n",
       "Q 57.328125 12.15625 50.6875 5.359375 \r\n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
       "Q 6.984375 17.96875 6.984375 36.375 \r\n",
       "Q 6.984375 53.65625 15.1875 63.9375 \r\n",
       "Q 23.390625 74.21875 37.203125 74.21875 \r\n",
       "Q 40.921875 74.21875 44.703125 73.484375 \r\n",
       "Q 48.484375 72.75 52.59375 71.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-54\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 136.027014)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m3da4ea65ae\" y=\"105.290789\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 0.97 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 8.203125 72.90625 \r\n",
       "L 55.078125 72.90625 \r\n",
       "L 55.078125 68.703125 \r\n",
       "L 28.609375 0 \r\n",
       "L 18.3125 0 \r\n",
       "L 43.21875 64.59375 \r\n",
       "L 8.203125 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-55\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 109.090007)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-55\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_13\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m3da4ea65ae\" y=\"78.353782\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_14\">\r\n",
       "      <!-- 0.98 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 34.625 \r\n",
       "Q 24.75 34.625 20.71875 30.859375 \r\n",
       "Q 16.703125 27.09375 16.703125 20.515625 \r\n",
       "Q 16.703125 13.921875 20.71875 10.15625 \r\n",
       "Q 24.75 6.390625 31.78125 6.390625 \r\n",
       "Q 38.8125 6.390625 42.859375 10.171875 \r\n",
       "Q 46.921875 13.96875 46.921875 20.515625 \r\n",
       "Q 46.921875 27.09375 42.890625 30.859375 \r\n",
       "Q 38.875 34.625 31.78125 34.625 \r\n",
       "z\r\n",
       "M 21.921875 38.8125 \r\n",
       "Q 15.578125 40.375 12.03125 44.71875 \r\n",
       "Q 8.5 49.078125 8.5 55.328125 \r\n",
       "Q 8.5 64.0625 14.71875 69.140625 \r\n",
       "Q 20.953125 74.21875 31.78125 74.21875 \r\n",
       "Q 42.671875 74.21875 48.875 69.140625 \r\n",
       "Q 55.078125 64.0625 55.078125 55.328125 \r\n",
       "Q 55.078125 49.078125 51.53125 44.71875 \r\n",
       "Q 48 40.375 41.703125 38.8125 \r\n",
       "Q 48.828125 37.15625 52.796875 32.3125 \r\n",
       "Q 56.78125 27.484375 56.78125 20.515625 \r\n",
       "Q 56.78125 9.90625 50.3125 4.234375 \r\n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.734375 -1.421875 13.25 4.234375 \r\n",
       "Q 6.78125 9.90625 6.78125 20.515625 \r\n",
       "Q 6.78125 27.484375 10.78125 32.3125 \r\n",
       "Q 14.796875 37.15625 21.921875 38.8125 \r\n",
       "z\r\n",
       "M 18.3125 54.390625 \r\n",
       "Q 18.3125 48.734375 21.84375 45.5625 \r\n",
       "Q 25.390625 42.390625 31.78125 42.390625 \r\n",
       "Q 38.140625 42.390625 41.71875 45.5625 \r\n",
       "Q 45.3125 48.734375 45.3125 54.390625 \r\n",
       "Q 45.3125 60.0625 41.71875 63.234375 \r\n",
       "Q 38.140625 66.40625 31.78125 66.40625 \r\n",
       "Q 25.390625 66.40625 21.84375 63.234375 \r\n",
       "Q 18.3125 60.0625 18.3125 54.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-56\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 82.153001)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_7\">\r\n",
       "     <g id=\"line2d_14\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m3da4ea65ae\" y=\"51.416776\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_15\">\r\n",
       "      <!-- 0.99 -->\r\n",
       "      <g transform=\"translate(20.878125 55.215994)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-57\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_8\">\r\n",
       "     <g id=\"line2d_15\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m3da4ea65ae\" y=\"24.479769\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_16\">\r\n",
       "      <!-- 1.00 -->\r\n",
       "      <g transform=\"translate(20.878125 28.278988)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_17\">\r\n",
       "     <!-- Accuracy -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 34.1875 63.1875 \r\n",
       "L 20.796875 26.90625 \r\n",
       "L 47.609375 26.90625 \r\n",
       "z\r\n",
       "M 28.609375 72.90625 \r\n",
       "L 39.796875 72.90625 \r\n",
       "L 67.578125 0 \r\n",
       "L 57.328125 0 \r\n",
       "L 50.6875 18.703125 \r\n",
       "L 17.828125 18.703125 \r\n",
       "L 11.1875 0 \r\n",
       "L 0.78125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-65\"/>\r\n",
       "      <path d=\"M 8.5 21.578125 \r\n",
       "L 8.5 54.6875 \r\n",
       "L 17.484375 54.6875 \r\n",
       "L 17.484375 21.921875 \r\n",
       "Q 17.484375 14.15625 20.5 10.265625 \r\n",
       "Q 23.53125 6.390625 29.59375 6.390625 \r\n",
       "Q 36.859375 6.390625 41.078125 11.03125 \r\n",
       "Q 45.3125 15.671875 45.3125 23.6875 \r\n",
       "L 45.3125 54.6875 \r\n",
       "L 54.296875 54.6875 \r\n",
       "L 54.296875 0 \r\n",
       "L 45.3125 0 \r\n",
       "L 45.3125 8.40625 \r\n",
       "Q 42.046875 3.421875 37.71875 1 \r\n",
       "Q 33.40625 -1.421875 27.6875 -1.421875 \r\n",
       "Q 18.265625 -1.421875 13.375 4.4375 \r\n",
       "Q 8.5 10.296875 8.5 21.578125 \r\n",
       "z\r\n",
       "M 31.109375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-117\"/>\r\n",
       "      <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "      <path d=\"M 34.28125 27.484375 \r\n",
       "Q 23.390625 27.484375 19.1875 25 \r\n",
       "Q 14.984375 22.515625 14.984375 16.5 \r\n",
       "Q 14.984375 11.71875 18.140625 8.90625 \r\n",
       "Q 21.296875 6.109375 26.703125 6.109375 \r\n",
       "Q 34.1875 6.109375 38.703125 11.40625 \r\n",
       "Q 43.21875 16.703125 43.21875 25.484375 \r\n",
       "L 43.21875 27.484375 \r\n",
       "z\r\n",
       "M 52.203125 31.203125 \r\n",
       "L 52.203125 0 \r\n",
       "L 43.21875 0 \r\n",
       "L 43.21875 8.296875 \r\n",
       "Q 40.140625 3.328125 35.546875 0.953125 \r\n",
       "Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
       "Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
       "Q 6 8.015625 6 15.921875 \r\n",
       "Q 6 25.140625 12.171875 29.828125 \r\n",
       "Q 18.359375 34.515625 30.609375 34.515625 \r\n",
       "L 43.21875 34.515625 \r\n",
       "L 43.21875 35.40625 \r\n",
       "Q 43.21875 41.609375 39.140625 45 \r\n",
       "Q 35.0625 48.390625 27.6875 48.390625 \r\n",
       "Q 23 48.390625 18.546875 47.265625 \r\n",
       "Q 14.109375 46.140625 10.015625 43.890625 \r\n",
       "L 10.015625 52.203125 \r\n",
       "Q 14.9375 54.109375 19.578125 55.046875 \r\n",
       "Q 24.21875 56 28.609375 56 \r\n",
       "Q 40.484375 56 46.34375 49.84375 \r\n",
       "Q 52.203125 43.703125 52.203125 31.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-97\"/>\r\n",
       "      <path d=\"M 32.171875 -5.078125 \r\n",
       "Q 28.375 -14.84375 24.75 -17.8125 \r\n",
       "Q 21.140625 -20.796875 15.09375 -20.796875 \r\n",
       "L 7.90625 -20.796875 \r\n",
       "L 7.90625 -13.28125 \r\n",
       "L 13.1875 -13.28125 \r\n",
       "Q 16.890625 -13.28125 18.9375 -11.515625 \r\n",
       "Q 21 -9.765625 23.484375 -3.21875 \r\n",
       "L 25.09375 0.875 \r\n",
       "L 2.984375 54.6875 \r\n",
       "L 12.5 54.6875 \r\n",
       "L 29.59375 11.921875 \r\n",
       "L 46.6875 54.6875 \r\n",
       "L 56.203125 54.6875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-121\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(14.798438 153.952969)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-65\"/>\r\n",
       "      <use x=\"68.392578\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"123.373047\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"178.353516\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "      <use x=\"241.732422\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"282.845703\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"344.125\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"399.105469\" xlink:href=\"#DejaVuSans-121\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_16\">\r\n",
       "    <path clip-path=\"url(#p9de3a97f23)\" d=\"M 65.361932 229.874489 \r\n",
       "L 75.180114 107.670167 \r\n",
       "L 84.998295 87.916349 \r\n",
       "L 94.816477 73.639775 \r\n",
       "L 104.634659 66.681071 \r\n",
       "L 114.452841 58.465366 \r\n",
       "L 124.271023 56.40012 \r\n",
       "L 134.089205 53.032917 \r\n",
       "L 143.907386 48.633333 \r\n",
       "L 153.725568 47.555834 \r\n",
       "L 163.54375 46.43338 \r\n",
       "L 173.361932 43.425503 \r\n",
       "L 183.180114 41.719424 \r\n",
       "L 192.998295 41.719424 \r\n",
       "L 202.816477 40.148052 \r\n",
       "L 212.634659 39.609383 \r\n",
       "L 222.452841 39.474676 \r\n",
       "L 232.271023 38.26247 \r\n",
       "L 242.089205 37.499342 \r\n",
       "L 251.907386 34.895427 \r\n",
       "L 261.725568 36.511595 \r\n",
       "L 271.54375 36.287136 \r\n",
       "L 281.361932 35.119886 \r\n",
       "L 291.180114 34.940383 \r\n",
       "L 300.998295 34.177095 \r\n",
       "L 310.816477 33.054641 \r\n",
       "L 320.634659 32.920094 \r\n",
       "L 330.452841 33.997432 \r\n",
       "L 340.271023 34.491305 \r\n",
       "L 350.089205 33.369011 \r\n",
       "L 359.907386 33.90768 \r\n",
       "L 369.725568 32.201761 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_17\">\r\n",
       "    <path clip-path=\"url(#p9de3a97f23)\" d=\"M 65.361932 111.216873 \r\n",
       "L 75.180114 99.095296 \r\n",
       "L 84.998295 111.486288 \r\n",
       "L 94.816477 87.512388 \r\n",
       "L 104.634659 77.545647 \r\n",
       "L 114.452841 80.508728 \r\n",
       "L 124.271023 74.043897 \r\n",
       "L 134.089205 78.89256 \r\n",
       "L 143.907386 75.929479 \r\n",
       "L 153.725568 74.582566 \r\n",
       "L 163.54375 68.117736 \r\n",
       "L 173.361932 71.619485 \r\n",
       "L 183.180114 71.080817 \r\n",
       "L 192.998295 75.39065 \r\n",
       "L 202.816477 70.541987 \r\n",
       "L 212.634659 72.427569 \r\n",
       "L 222.452841 71.8889 \r\n",
       "L 232.271023 67.309652 \r\n",
       "L 242.089205 70.003318 \r\n",
       "L 251.907386 71.8889 \r\n",
       "L 261.725568 71.350231 \r\n",
       "L 271.54375 69.733903 \r\n",
       "L 281.361932 65.42407 \r\n",
       "L 291.180114 68.92582 \r\n",
       "L 300.998295 66.501568 \r\n",
       "L 310.816477 69.195234 \r\n",
       "L 320.634659 76.198894 \r\n",
       "L 330.452841 67.309652 \r\n",
       "L 340.271023 70.272733 \r\n",
       "L 350.089205 66.770823 \r\n",
       "L 359.907386 70.811402 \r\n",
       "L 369.725568 67.578906 \r\n",
       "\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 50.14375 239.758125 \r\n",
       "L 50.14375 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 384.94375 239.758125 \r\n",
       "L 384.94375 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 50.14375 239.758125 \r\n",
       "L 384.94375 239.758125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 50.14375 22.318125 \r\n",
       "L 384.94375 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_18\">\r\n",
       "    <!-- Model accuracy -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 9.8125 72.90625 \r\n",
       "L 24.515625 72.90625 \r\n",
       "L 43.109375 23.296875 \r\n",
       "L 61.8125 72.90625 \r\n",
       "L 76.515625 72.90625 \r\n",
       "L 76.515625 0 \r\n",
       "L 66.890625 0 \r\n",
       "L 66.890625 64.015625 \r\n",
       "L 48.09375 14.015625 \r\n",
       "L 38.1875 14.015625 \r\n",
       "L 19.390625 64.015625 \r\n",
       "L 19.390625 0 \r\n",
       "L 9.8125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-77\"/>\r\n",
       "     <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "     <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "     <path d=\"M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-108\"/>\r\n",
       "     <path id=\"DejaVuSans-32\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(170.549688 16.318125)scale(0.12 -0.12)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-77\"/>\r\n",
       "     <use x=\"86.279297\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"147.460938\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"210.9375\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"272.460938\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     <use x=\"300.244141\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"332.03125\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "     <use x=\"393.310547\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     <use x=\"448.291016\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     <use x=\"503.271484\" xlink:href=\"#DejaVuSans-117\"/>\r\n",
       "     <use x=\"566.650391\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"607.763672\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "     <use x=\"669.042969\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     <use x=\"724.023438\" xlink:href=\"#DejaVuSans-121\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"legend_1\">\r\n",
       "    <g id=\"patch_7\">\r\n",
       "     <path d=\"M 57.14375 59.674375 \r\n",
       "L 114.584375 59.674375 \r\n",
       "Q 116.584375 59.674375 116.584375 57.674375 \r\n",
       "L 116.584375 29.318125 \r\n",
       "Q 116.584375 27.318125 114.584375 27.318125 \r\n",
       "L 57.14375 27.318125 \r\n",
       "Q 55.14375 27.318125 55.14375 29.318125 \r\n",
       "L 55.14375 57.674375 \r\n",
       "Q 55.14375 59.674375 57.14375 59.674375 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_18\">\r\n",
       "     <path d=\"M 59.14375 35.416562 \r\n",
       "L 79.14375 35.416562 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_19\"/>\r\n",
       "    <g id=\"text_19\">\r\n",
       "     <!-- Train -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M -0.296875 72.90625 \r\n",
       "L 61.375 72.90625 \r\n",
       "L 61.375 64.59375 \r\n",
       "L 35.5 64.59375 \r\n",
       "L 35.5 0 \r\n",
       "L 25.59375 0 \r\n",
       "L 25.59375 64.59375 \r\n",
       "L -0.296875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-84\"/>\r\n",
       "      <path d=\"M 9.421875 54.6875 \r\n",
       "L 18.40625 54.6875 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 64.59375 \r\n",
       "L 9.421875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-105\"/>\r\n",
       "      <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-110\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(87.14375 38.916562)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-84\"/>\r\n",
       "      <use x=\"60.865234\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"101.978516\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"163.257812\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "      <use x=\"191.041016\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_20\">\r\n",
       "     <path d=\"M 59.14375 50.094687 \r\n",
       "L 79.14375 50.094687 \r\n",
       "\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_21\"/>\r\n",
       "    <g id=\"text_20\">\r\n",
       "     <!-- Test -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 44.28125 53.078125 \r\n",
       "L 44.28125 44.578125 \r\n",
       "Q 40.484375 46.53125 36.375 47.5 \r\n",
       "Q 32.28125 48.484375 27.875 48.484375 \r\n",
       "Q 21.1875 48.484375 17.84375 46.4375 \r\n",
       "Q 14.5 44.390625 14.5 40.28125 \r\n",
       "Q 14.5 37.15625 16.890625 35.375 \r\n",
       "Q 19.28125 33.59375 26.515625 31.984375 \r\n",
       "L 29.59375 31.296875 \r\n",
       "Q 39.15625 29.25 43.1875 25.515625 \r\n",
       "Q 47.21875 21.78125 47.21875 15.09375 \r\n",
       "Q 47.21875 7.46875 41.1875 3.015625 \r\n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
       "Q 10.6875 0.296875 5.421875 2 \r\n",
       "L 5.421875 11.28125 \r\n",
       "Q 10.40625 8.6875 15.234375 7.390625 \r\n",
       "Q 20.0625 6.109375 24.8125 6.109375 \r\n",
       "Q 31.15625 6.109375 34.5625 8.28125 \r\n",
       "Q 37.984375 10.453125 37.984375 14.40625 \r\n",
       "Q 37.984375 18.0625 35.515625 20.015625 \r\n",
       "Q 33.0625 21.96875 24.703125 23.78125 \r\n",
       "L 21.578125 24.515625 \r\n",
       "Q 13.234375 26.265625 9.515625 29.90625 \r\n",
       "Q 5.8125 33.546875 5.8125 39.890625 \r\n",
       "Q 5.8125 47.609375 11.28125 51.796875 \r\n",
       "Q 16.75 56 26.8125 56 \r\n",
       "Q 31.78125 56 36.171875 55.265625 \r\n",
       "Q 40.578125 54.546875 44.28125 53.078125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-115\"/>\r\n",
       "      <path d=\"M 18.3125 70.21875 \r\n",
       "L 18.3125 54.6875 \r\n",
       "L 36.8125 54.6875 \r\n",
       "L 36.8125 47.703125 \r\n",
       "L 18.3125 47.703125 \r\n",
       "L 18.3125 18.015625 \r\n",
       "Q 18.3125 11.328125 20.140625 9.421875 \r\n",
       "Q 21.96875 7.515625 27.59375 7.515625 \r\n",
       "L 36.8125 7.515625 \r\n",
       "L 36.8125 0 \r\n",
       "L 27.59375 0 \r\n",
       "Q 17.1875 0 13.234375 3.875 \r\n",
       "Q 9.28125 7.765625 9.28125 18.015625 \r\n",
       "L 9.28125 47.703125 \r\n",
       "L 2.6875 47.703125 \r\n",
       "L 2.6875 54.6875 \r\n",
       "L 9.28125 54.6875 \r\n",
       "L 9.28125 70.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-116\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(87.14375 53.594687)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-84\"/>\r\n",
       "      <use x=\"60.818359\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"122.341797\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      <use x=\"174.441406\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p9de3a97f23\">\r\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"50.14375\" y=\"22.318125\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"277.314375pt\" version=\"1.1\" viewBox=\"0 0 392.14375 277.314375\" width=\"392.14375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 277.314375 \r\n",
       "L 392.14375 277.314375 \r\n",
       "L 392.14375 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 50.14375 239.758125 \r\n",
       "L 384.94375 239.758125 \r\n",
       "L 384.94375 22.318125 \r\n",
       "L 50.14375 22.318125 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m10dfec695c\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"65.361932\" xlink:href=\"#m10dfec695c\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(62.180682 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.452841\" xlink:href=\"#m10dfec695c\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 5 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.796875 72.90625 \r\n",
       "L 49.515625 72.90625 \r\n",
       "L 49.515625 64.59375 \r\n",
       "L 19.828125 64.59375 \r\n",
       "L 19.828125 46.734375 \r\n",
       "Q 21.96875 47.46875 24.109375 47.828125 \r\n",
       "Q 26.265625 48.1875 28.421875 48.1875 \r\n",
       "Q 40.625 48.1875 47.75 41.5 \r\n",
       "Q 54.890625 34.8125 54.890625 23.390625 \r\n",
       "Q 54.890625 11.625 47.5625 5.09375 \r\n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
       "Q 12.796875 0.140625 7.71875 1.703125 \r\n",
       "L 7.71875 11.625 \r\n",
       "Q 12.109375 9.234375 16.796875 8.0625 \r\n",
       "Q 21.484375 6.890625 26.703125 6.890625 \r\n",
       "Q 35.15625 6.890625 40.078125 11.328125 \r\n",
       "Q 45.015625 15.765625 45.015625 23.390625 \r\n",
       "Q 45.015625 31 40.078125 35.4375 \r\n",
       "Q 35.15625 39.890625 26.703125 39.890625 \r\n",
       "Q 22.75 39.890625 18.8125 39.015625 \r\n",
       "Q 14.890625 38.140625 10.796875 36.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-53\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(111.271591 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"163.54375\" xlink:href=\"#m10dfec695c\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 10 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(157.18125 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"212.634659\" xlink:href=\"#m10dfec695c\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 15 -->\r\n",
       "      <g transform=\"translate(206.272159 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"261.725568\" xlink:href=\"#m10dfec695c\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 20 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(255.363068 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_6\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"310.816477\" xlink:href=\"#m10dfec695c\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_6\">\r\n",
       "      <!-- 25 -->\r\n",
       "      <g transform=\"translate(304.453977 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_7\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"359.907386\" xlink:href=\"#m10dfec695c\" y=\"239.758125\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 30 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 40.578125 39.3125 \r\n",
       "Q 47.65625 37.796875 51.625 33 \r\n",
       "Q 55.609375 28.21875 55.609375 21.1875 \r\n",
       "Q 55.609375 10.40625 48.1875 4.484375 \r\n",
       "Q 40.765625 -1.421875 27.09375 -1.421875 \r\n",
       "Q 22.515625 -1.421875 17.65625 -0.515625 \r\n",
       "Q 12.796875 0.390625 7.625 2.203125 \r\n",
       "L 7.625 11.71875 \r\n",
       "Q 11.71875 9.328125 16.59375 8.109375 \r\n",
       "Q 21.484375 6.890625 26.8125 6.890625 \r\n",
       "Q 36.078125 6.890625 40.9375 10.546875 \r\n",
       "Q 45.796875 14.203125 45.796875 21.1875 \r\n",
       "Q 45.796875 27.640625 41.28125 31.265625 \r\n",
       "Q 36.765625 34.90625 28.71875 34.90625 \r\n",
       "L 20.21875 34.90625 \r\n",
       "L 20.21875 43.015625 \r\n",
       "L 29.109375 43.015625 \r\n",
       "Q 36.375 43.015625 40.234375 45.921875 \r\n",
       "Q 44.09375 48.828125 44.09375 54.296875 \r\n",
       "Q 44.09375 59.90625 40.109375 62.90625 \r\n",
       "Q 36.140625 65.921875 28.71875 65.921875 \r\n",
       "Q 24.65625 65.921875 20.015625 65.03125 \r\n",
       "Q 15.375 64.15625 9.8125 62.3125 \r\n",
       "L 9.8125 71.09375 \r\n",
       "Q 15.4375 72.65625 20.34375 73.4375 \r\n",
       "Q 25.25 74.21875 29.59375 74.21875 \r\n",
       "Q 40.828125 74.21875 47.359375 69.109375 \r\n",
       "Q 53.90625 64.015625 53.90625 55.328125 \r\n",
       "Q 53.90625 49.265625 50.4375 45.09375 \r\n",
       "Q 46.96875 40.921875 40.578125 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-51\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(353.544886 254.356562)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_8\">\r\n",
       "     <!-- Epoch -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 9.8125 72.90625 \r\n",
       "L 55.90625 72.90625 \r\n",
       "L 55.90625 64.59375 \r\n",
       "L 19.671875 64.59375 \r\n",
       "L 19.671875 43.015625 \r\n",
       "L 54.390625 43.015625 \r\n",
       "L 54.390625 34.71875 \r\n",
       "L 19.671875 34.71875 \r\n",
       "L 19.671875 8.296875 \r\n",
       "L 56.78125 8.296875 \r\n",
       "L 56.78125 0 \r\n",
       "L 9.8125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-69\"/>\r\n",
       "      <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "      <path d=\"M 30.609375 48.390625 \r\n",
       "Q 23.390625 48.390625 19.1875 42.75 \r\n",
       "Q 14.984375 37.109375 14.984375 27.296875 \r\n",
       "Q 14.984375 17.484375 19.15625 11.84375 \r\n",
       "Q 23.34375 6.203125 30.609375 6.203125 \r\n",
       "Q 37.796875 6.203125 41.984375 11.859375 \r\n",
       "Q 46.1875 17.53125 46.1875 27.296875 \r\n",
       "Q 46.1875 37.015625 41.984375 42.703125 \r\n",
       "Q 37.796875 48.390625 30.609375 48.390625 \r\n",
       "z\r\n",
       "M 30.609375 56 \r\n",
       "Q 42.328125 56 49.015625 48.375 \r\n",
       "Q 55.71875 40.765625 55.71875 27.296875 \r\n",
       "Q 55.71875 13.875 49.015625 6.21875 \r\n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "      <path d=\"M 48.78125 52.59375 \r\n",
       "L 48.78125 44.1875 \r\n",
       "Q 44.96875 46.296875 41.140625 47.34375 \r\n",
       "Q 37.3125 48.390625 33.40625 48.390625 \r\n",
       "Q 24.65625 48.390625 19.8125 42.84375 \r\n",
       "Q 14.984375 37.3125 14.984375 27.296875 \r\n",
       "Q 14.984375 17.28125 19.8125 11.734375 \r\n",
       "Q 24.65625 6.203125 33.40625 6.203125 \r\n",
       "Q 37.3125 6.203125 41.140625 7.25 \r\n",
       "Q 44.96875 8.296875 48.78125 10.40625 \r\n",
       "L 48.78125 2.09375 \r\n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \r\n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \r\n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \r\n",
       "Q 5.515625 14.109375 5.515625 27.296875 \r\n",
       "Q 5.515625 40.671875 12.859375 48.328125 \r\n",
       "Q 20.21875 56 33.015625 56 \r\n",
       "Q 37.15625 56 41.109375 55.140625 \r\n",
       "Q 45.0625 54.296875 48.78125 52.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-99\"/>\r\n",
       "      <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 75.984375 \r\n",
       "L 18.109375 75.984375 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-104\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(202.232813 268.034687)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-69\"/>\r\n",
       "      <use x=\"63.183594\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "      <use x=\"126.660156\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"187.841797\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"242.822266\" xlink:href=\"#DejaVuSans-104\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"m4edc5a915e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m4edc5a915e\" y=\"198.497143\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- 0.05 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.6875 12.40625 \r\n",
       "L 21 12.40625 \r\n",
       "L 21 0 \r\n",
       "L 10.6875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-46\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 202.296361)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m4edc5a915e\" y=\"156.18684\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- 0.10 -->\r\n",
       "      <g transform=\"translate(20.878125 159.986059)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m4edc5a915e\" y=\"113.876537\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- 0.15 -->\r\n",
       "      <g transform=\"translate(20.878125 117.675756)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m4edc5a915e\" y=\"71.566235\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 0.20 -->\r\n",
       "      <g transform=\"translate(20.878125 75.365453)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_12\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m4edc5a915e\" y=\"29.255932\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_13\">\r\n",
       "      <!-- 0.25 -->\r\n",
       "      <g transform=\"translate(20.878125 33.055151)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_14\">\r\n",
       "     <!-- Loss -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 9.8125 72.90625 \r\n",
       "L 19.671875 72.90625 \r\n",
       "L 19.671875 8.296875 \r\n",
       "L 55.171875 8.296875 \r\n",
       "L 55.171875 0 \r\n",
       "L 9.8125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-76\"/>\r\n",
       "      <path d=\"M 44.28125 53.078125 \r\n",
       "L 44.28125 44.578125 \r\n",
       "Q 40.484375 46.53125 36.375 47.5 \r\n",
       "Q 32.28125 48.484375 27.875 48.484375 \r\n",
       "Q 21.1875 48.484375 17.84375 46.4375 \r\n",
       "Q 14.5 44.390625 14.5 40.28125 \r\n",
       "Q 14.5 37.15625 16.890625 35.375 \r\n",
       "Q 19.28125 33.59375 26.515625 31.984375 \r\n",
       "L 29.59375 31.296875 \r\n",
       "Q 39.15625 29.25 43.1875 25.515625 \r\n",
       "Q 47.21875 21.78125 47.21875 15.09375 \r\n",
       "Q 47.21875 7.46875 41.1875 3.015625 \r\n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
       "Q 10.6875 0.296875 5.421875 2 \r\n",
       "L 5.421875 11.28125 \r\n",
       "Q 10.40625 8.6875 15.234375 7.390625 \r\n",
       "Q 20.0625 6.109375 24.8125 6.109375 \r\n",
       "Q 31.15625 6.109375 34.5625 8.28125 \r\n",
       "Q 37.984375 10.453125 37.984375 14.40625 \r\n",
       "Q 37.984375 18.0625 35.515625 20.015625 \r\n",
       "Q 33.0625 21.96875 24.703125 23.78125 \r\n",
       "L 21.578125 24.515625 \r\n",
       "Q 13.234375 26.265625 9.515625 29.90625 \r\n",
       "Q 5.8125 33.546875 5.8125 39.890625 \r\n",
       "Q 5.8125 47.609375 11.28125 51.796875 \r\n",
       "Q 16.75 56 26.8125 56 \r\n",
       "Q 31.78125 56 36.171875 55.265625 \r\n",
       "Q 40.578125 54.546875 44.28125 53.078125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-115\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(14.798438 142.092031)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-76\"/>\r\n",
       "      <use x=\"55.697266\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"116.878906\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      <use x=\"168.978516\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_13\">\r\n",
       "    <path clip-path=\"url(#p9dcd465949)\" d=\"M 65.361932 32.201761 \r\n",
       "L 75.180114 153.685424 \r\n",
       "L 84.998295 176.443037 \r\n",
       "L 94.816477 189.61745 \r\n",
       "L 104.634659 198.121628 \r\n",
       "L 114.452841 203.606867 \r\n",
       "L 124.271023 207.692639 \r\n",
       "L 134.089205 211.242342 \r\n",
       "L 143.907386 215.104249 \r\n",
       "L 153.725568 215.385922 \r\n",
       "L 163.54375 218.193905 \r\n",
       "L 173.361932 220.355774 \r\n",
       "L 183.180114 221.805411 \r\n",
       "L 192.998295 220.927735 \r\n",
       "L 202.816477 224.322596 \r\n",
       "L 212.634659 223.480025 \r\n",
       "L 222.452841 224.526301 \r\n",
       "L 232.271023 225.999369 \r\n",
       "L 242.089205 225.422359 \r\n",
       "L 251.907386 228.427725 \r\n",
       "L 261.725568 227.008661 \r\n",
       "L 271.54375 227.651787 \r\n",
       "L 281.361932 227.710812 \r\n",
       "L 291.180114 228.504525 \r\n",
       "L 300.998295 227.957211 \r\n",
       "L 310.816477 229.874489 \r\n",
       "L 320.634659 229.452943 \r\n",
       "L 330.452841 228.328579 \r\n",
       "L 340.271023 229.249211 \r\n",
       "L 350.089205 229.412272 \r\n",
       "L 359.907386 228.608329 \r\n",
       "L 369.725568 229.453537 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_14\">\r\n",
       "    <path clip-path=\"url(#p9dcd465949)\" d=\"M 65.361932 150.661773 \r\n",
       "L 75.180114 156.73068 \r\n",
       "L 84.998295 148.34925 \r\n",
       "L 94.816477 166.245699 \r\n",
       "L 104.634659 173.929612 \r\n",
       "L 114.452841 169.006693 \r\n",
       "L 124.271023 170.44296 \r\n",
       "L 134.089205 153.670221 \r\n",
       "L 143.907386 159.711858 \r\n",
       "L 153.725568 166.599718 \r\n",
       "L 163.54375 156.933518 \r\n",
       "L 173.361932 156.06255 \r\n",
       "L 183.180114 147.582137 \r\n",
       "L 192.998295 144.320838 \r\n",
       "L 202.816477 138.459846 \r\n",
       "L 212.634659 144.096184 \r\n",
       "L 222.452841 136.99165 \r\n",
       "L 232.271023 138.37539 \r\n",
       "L 242.089205 133.32571 \r\n",
       "L 251.907386 114.833999 \r\n",
       "L 261.725568 121.11712 \r\n",
       "L 271.54375 123.153036 \r\n",
       "L 281.361932 116.395542 \r\n",
       "L 291.180114 120.091382 \r\n",
       "L 300.998295 129.536587 \r\n",
       "L 310.816477 101.906917 \r\n",
       "L 320.634659 91.149423 \r\n",
       "L 330.452841 113.636021 \r\n",
       "L 340.271023 104.571567 \r\n",
       "L 350.089205 108.259981 \r\n",
       "L 359.907386 105.167295 \r\n",
       "L 369.725568 105.564371 \r\n",
       "\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 50.14375 239.758125 \r\n",
       "L 50.14375 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 384.94375 239.758125 \r\n",
       "L 384.94375 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 50.14375 239.758125 \r\n",
       "L 384.94375 239.758125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 50.14375 22.318125 \r\n",
       "L 384.94375 22.318125 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"text_15\">\r\n",
       "    <!-- Model loss -->\r\n",
       "    <defs>\r\n",
       "     <path d=\"M 9.8125 72.90625 \r\n",
       "L 24.515625 72.90625 \r\n",
       "L 43.109375 23.296875 \r\n",
       "L 61.8125 72.90625 \r\n",
       "L 76.515625 72.90625 \r\n",
       "L 76.515625 0 \r\n",
       "L 66.890625 0 \r\n",
       "L 66.890625 64.015625 \r\n",
       "L 48.09375 14.015625 \r\n",
       "L 38.1875 14.015625 \r\n",
       "L 19.390625 64.015625 \r\n",
       "L 19.390625 0 \r\n",
       "L 9.8125 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-77\"/>\r\n",
       "     <path d=\"M 45.40625 46.390625 \r\n",
       "L 45.40625 75.984375 \r\n",
       "L 54.390625 75.984375 \r\n",
       "L 54.390625 0 \r\n",
       "L 45.40625 0 \r\n",
       "L 45.40625 8.203125 \r\n",
       "Q 42.578125 3.328125 38.25 0.953125 \r\n",
       "Q 33.9375 -1.421875 27.875 -1.421875 \r\n",
       "Q 17.96875 -1.421875 11.734375 6.484375 \r\n",
       "Q 5.515625 14.40625 5.515625 27.296875 \r\n",
       "Q 5.515625 40.1875 11.734375 48.09375 \r\n",
       "Q 17.96875 56 27.875 56 \r\n",
       "Q 33.9375 56 38.25 53.625 \r\n",
       "Q 42.578125 51.265625 45.40625 46.390625 \r\n",
       "z\r\n",
       "M 14.796875 27.296875 \r\n",
       "Q 14.796875 17.390625 18.875 11.75 \r\n",
       "Q 22.953125 6.109375 30.078125 6.109375 \r\n",
       "Q 37.203125 6.109375 41.296875 11.75 \r\n",
       "Q 45.40625 17.390625 45.40625 27.296875 \r\n",
       "Q 45.40625 37.203125 41.296875 42.84375 \r\n",
       "Q 37.203125 48.484375 30.078125 48.484375 \r\n",
       "Q 22.953125 48.484375 18.875 42.84375 \r\n",
       "Q 14.796875 37.203125 14.796875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-100\"/>\r\n",
       "     <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "     <path d=\"M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-108\"/>\r\n",
       "     <path id=\"DejaVuSans-32\"/>\r\n",
       "    </defs>\r\n",
       "    <g transform=\"translate(186.031563 16.318125)scale(0.12 -0.12)\">\r\n",
       "     <use xlink:href=\"#DejaVuSans-77\"/>\r\n",
       "     <use x=\"86.279297\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"147.460938\" xlink:href=\"#DejaVuSans-100\"/>\r\n",
       "     <use x=\"210.9375\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"272.460938\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     <use x=\"300.244141\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"332.03125\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     <use x=\"359.814453\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"420.996094\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "     <use x=\"473.095703\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"legend_1\">\r\n",
       "    <g id=\"patch_7\">\r\n",
       "     <path d=\"M 57.14375 59.674375 \r\n",
       "L 114.584375 59.674375 \r\n",
       "Q 116.584375 59.674375 116.584375 57.674375 \r\n",
       "L 116.584375 29.318125 \r\n",
       "Q 116.584375 27.318125 114.584375 27.318125 \r\n",
       "L 57.14375 27.318125 \r\n",
       "Q 55.14375 27.318125 55.14375 29.318125 \r\n",
       "L 55.14375 57.674375 \r\n",
       "Q 55.14375 59.674375 57.14375 59.674375 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_15\">\r\n",
       "     <path d=\"M 59.14375 35.416562 \r\n",
       "L 79.14375 35.416562 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_16\"/>\r\n",
       "    <g id=\"text_16\">\r\n",
       "     <!-- Train -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M -0.296875 72.90625 \r\n",
       "L 61.375 72.90625 \r\n",
       "L 61.375 64.59375 \r\n",
       "L 35.5 64.59375 \r\n",
       "L 35.5 0 \r\n",
       "L 25.59375 0 \r\n",
       "L 25.59375 64.59375 \r\n",
       "L -0.296875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-84\"/>\r\n",
       "      <path d=\"M 41.109375 46.296875 \r\n",
       "Q 39.59375 47.171875 37.8125 47.578125 \r\n",
       "Q 36.03125 48 33.890625 48 \r\n",
       "Q 26.265625 48 22.1875 43.046875 \r\n",
       "Q 18.109375 38.09375 18.109375 28.8125 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 20.953125 51.171875 25.484375 53.578125 \r\n",
       "Q 30.03125 56 36.53125 56 \r\n",
       "Q 37.453125 56 38.578125 55.875 \r\n",
       "Q 39.703125 55.765625 41.0625 55.515625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-114\"/>\r\n",
       "      <path d=\"M 34.28125 27.484375 \r\n",
       "Q 23.390625 27.484375 19.1875 25 \r\n",
       "Q 14.984375 22.515625 14.984375 16.5 \r\n",
       "Q 14.984375 11.71875 18.140625 8.90625 \r\n",
       "Q 21.296875 6.109375 26.703125 6.109375 \r\n",
       "Q 34.1875 6.109375 38.703125 11.40625 \r\n",
       "Q 43.21875 16.703125 43.21875 25.484375 \r\n",
       "L 43.21875 27.484375 \r\n",
       "z\r\n",
       "M 52.203125 31.203125 \r\n",
       "L 52.203125 0 \r\n",
       "L 43.21875 0 \r\n",
       "L 43.21875 8.296875 \r\n",
       "Q 40.140625 3.328125 35.546875 0.953125 \r\n",
       "Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
       "Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
       "Q 6 8.015625 6 15.921875 \r\n",
       "Q 6 25.140625 12.171875 29.828125 \r\n",
       "Q 18.359375 34.515625 30.609375 34.515625 \r\n",
       "L 43.21875 34.515625 \r\n",
       "L 43.21875 35.40625 \r\n",
       "Q 43.21875 41.609375 39.140625 45 \r\n",
       "Q 35.0625 48.390625 27.6875 48.390625 \r\n",
       "Q 23 48.390625 18.546875 47.265625 \r\n",
       "Q 14.109375 46.140625 10.015625 43.890625 \r\n",
       "L 10.015625 52.203125 \r\n",
       "Q 14.9375 54.109375 19.578125 55.046875 \r\n",
       "Q 24.21875 56 28.609375 56 \r\n",
       "Q 40.484375 56 46.34375 49.84375 \r\n",
       "Q 52.203125 43.703125 52.203125 31.203125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-97\"/>\r\n",
       "      <path d=\"M 9.421875 54.6875 \r\n",
       "L 18.40625 54.6875 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 64.59375 \r\n",
       "L 9.421875 64.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-105\"/>\r\n",
       "      <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-110\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(87.14375 38.916562)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-84\"/>\r\n",
       "      <use x=\"60.865234\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "      <use x=\"101.978516\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "      <use x=\"163.257812\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "      <use x=\"191.041016\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_17\">\r\n",
       "     <path d=\"M 59.14375 50.094687 \r\n",
       "L 79.14375 50.094687 \r\n",
       "\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "    </g>\r\n",
       "    <g id=\"line2d_18\"/>\r\n",
       "    <g id=\"text_17\">\r\n",
       "     <!-- Test -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 18.3125 70.21875 \r\n",
       "L 18.3125 54.6875 \r\n",
       "L 36.8125 54.6875 \r\n",
       "L 36.8125 47.703125 \r\n",
       "L 18.3125 47.703125 \r\n",
       "L 18.3125 18.015625 \r\n",
       "Q 18.3125 11.328125 20.140625 9.421875 \r\n",
       "Q 21.96875 7.515625 27.59375 7.515625 \r\n",
       "L 36.8125 7.515625 \r\n",
       "L 36.8125 0 \r\n",
       "L 27.59375 0 \r\n",
       "Q 17.1875 0 13.234375 3.875 \r\n",
       "Q 9.28125 7.765625 9.28125 18.015625 \r\n",
       "L 9.28125 47.703125 \r\n",
       "L 2.6875 47.703125 \r\n",
       "L 2.6875 54.6875 \r\n",
       "L 9.28125 54.6875 \r\n",
       "L 9.28125 70.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-116\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(87.14375 53.594687)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-84\"/>\r\n",
       "      <use x=\"60.818359\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"122.341797\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      <use x=\"174.441406\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p9dcd465949\">\r\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"50.14375\" y=\"22.318125\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 绘制训练过程中训练集和测试集合的准确率值\n",
    "plt.plot(history.history['accuracy'])\n",
    "plt.plot(history.history['val_accuracy'])\n",
    "plt.title('Model accuracy')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend(['Train', 'Test'], loc='upper left')\n",
    "plt.show()\n",
    "\n",
    "# 绘制训练过程中训练集和测试集合的损失值\n",
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.title('Model loss')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend(['Train', 'Test'], loc='upper left')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
